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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a realistic, static medium shot from eye level, directly behind a figure with long, brown hair flowing backward. The figure wears a casual, slightly oversized black hooded jacket made of soft cotton, standing in a warmly lit, casual kitchen with the hood pulled back. The figure steadily and deliberately extends the right hand toward a large, white refrigerator. Several colorful, quirky magnets appear on the side of the refrigerator, including a simple rectangular magnet with the word COLD clearly printed in bold, red capital letters. The fingers grasp the vertical handle and pull open the door with a steady, unhurried motion. As the door turns toward the camera, the refrigerator's vibrant, cool blue LED light overflows, casting an ethereal glow on the figure's back and the tiled kitchen floor, contrasting with the warm ambient light. Inside, shelves are filled with various items, their specific forms rendered as blurred outlines and indistinct shapes against the strong blue backlight, reinforcing the casual, unstaged atmosphere of the moment\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear depiction of the kitchen environment, but there are noticeable issues that prevent a higher rating. The hair rendering remains somewhat artificial and lacks full natural movement, and some minor artifacts persist around the hand and arm region. The lighting contrast between the warm ambient space and the bright blue interior is present, yet it does not fully compensate for the overall realism gap. In sum, the scene communicates the intended mood, but technical imperfections keep the visual quality at a mid level.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements described in the prompt: a person viewed from behind with long hair, wearing a dark hooded jacket, in a kitchen setting with a prominent refrigerator. The action of reaching toward and opening the fridge is clearly depicted, and the blue LED illumination is evident. Some details, such as precise hair color nuance or exact shade of the magnets, are less critical and do not significantly detract from the overall alignment. Overall, the sequence closely follows the prompt with only minor deviations.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally adheres to plausible physics: the figure’s posture, the reach toward the fridge, and the interaction with the door handle feel believable. However, there are subtle inconsistencies in motion and lighting transitions that prevent a higher score. The hand/arm articulation during the grasp shows slight stiffness, and the transition from warm ambient light to the intense blue interior could be more seamless. These factors collectively keep the physical/common-sense consistency at a mid level.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.140625,
+                    "TA": 3.65625,
+                    "MQ": 3.171875,
+                    "Overall": 10.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a realistic, static medium shot from eye level, directly behind a figure with long, brown hair flowing backward. The figure wears a casual, slightly oversized black hooded jacket made of soft cotton, standing in a warmly lit, casual kitchen with the hood pulled back. The figure steadily and deliberately extends the right hand toward a large, white refrigerator. Several colorful, quirky magnets appear on the side of the refrigerator, including a simple rectangular magnet with the word COLD clearly printed in bold, red capital letters. The fingers grasp the vertical handle and pull open the door with a steady, unhurried motion. As the door turns toward the camera, the refrigerator's vibrant, cool blue LED light overflows, casting an ethereal glow on the figure's back and the tiled kitchen floor, contrasting with the warm ambient light. Inside, shelves are filled with various items, their specific forms rendered as blurred outlines and indistinct shapes against the strong blue backlight, reinforcing the casual, unstaged atmosphere of the moment\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear depiction of the kitchen environment, but there are noticeable issues that prevent a higher rating. The hair rendering remains somewhat artificial and lacks full natural movement, and some minor artifacts persist around the hand and arm region. The lighting contrast between the warm ambient space and the bright blue interior is present, yet it does not fully compensate for the overall realism gap. In sum, the scene communicates the intended mood, but technical imperfections keep the visual quality at a mid level.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements described in the prompt: a person viewed from behind with long hair, wearing a dark hooded jacket, in a kitchen setting with a prominent refrigerator. The action of reaching toward and opening the fridge is clearly depicted, and the blue LED illumination is evident. Some details, such as precise hair color nuance or exact shade of the magnets, are less critical and do not significantly detract from the overall alignment. Overall, the sequence closely follows the prompt with only minor deviations.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally adheres to plausible physics: the figure’s posture, the reach toward the fridge, and the interaction with the door handle feel believable. However, there are subtle inconsistencies in motion and lighting transitions that prevent a higher score. The hand/arm articulation during the grasp shows slight stiffness, and the transition from warm ambient light to the intense blue interior could be more seamless. These factors collectively keep the physical/common-sense consistency at a mid level.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "realistic, static medium shot captures the scene from eye level, directly behind a figure with long, brown hair flowing backward. They are wearing a casual, slightly oversized black hooded jacket made of soft cotton, standing in a warmly lit, casual kitchen with the hood pulled back. The figure steadily and deliberately extends their right hand toward a large, white refrigerator. Several colorful, quirky magnets can be seen on the side of the refrigerator, including a simple rectangular magnet with the word \"COLD\" clearly printed in bold, red capital letters. Their fingers grasp the vertical handle and pull open the door with a steady, unhurried motion. As the door turns toward the camera, the refrigerator's vibrant, cool blue LED light overflows, casting an ethereal glow on the figure's back and the tiled kitchen floor, contrasting sharply with the room's warm ambient light. Inside, shelves are filled with various items, their specific forms rendered as blurred outlines and indistinct shapes against the strong blue backlight, reinforcing the casual, unstaged atmosphere of the moment.",
+        "seed": 10076,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_1/index_3853_seed_10076_dp_2_rank_4_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.0625,
+        "video_score2_ta": 3.3125,
+        "video_score2_mq": 3.109375,
+        "video_score2_overall": 9.5,
+        "avg": 9.484375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "realistic, static medium shot captures the scene from eye level, directly behind a figure with long, brown hair flowing backward. They are wearing a casual, slightly oversized black hooded jacket made of soft cotton, standing in a warmly lit, casual kitchen with the hood pulled back. The figure steadily and deliberately extends their right hand toward a large, white refrigerator. Several colorful, quirky magnets can be seen on the side of the refrigerator, including a simple rectangular magnet with the word \"COLD\" clearly printed in bold, red capital letters. Their fingers grasp the vertical handle and pull open the door with a steady, unhurried motion. As the door turns toward the camera, the refrigerator's vibrant, cool blue LED light overflows, casting an ethereal glow on the figure's back and the tiled kitchen floor, contrasting sharply with the room's warm ambient light. Inside, shelves are filled with various items, their specific forms rendered as blurred outlines and indistinct shapes against the strong blue backlight, reinforcing the casual, unstaged atmosphere of the moment.",
+                "token_credit_reward": 9.5,
+                "selected_reward": 9.5,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a realistic, static medium shot from eye level, directly behind a figure with long, brown hair flowing backward. The figure wears a casual, slightly oversized black hooded jacket made of soft cotton, standing in a warmly lit, casual kitchen with the hood pulled back. The figure steadily and deliberately extends the right hand toward a large, white refrigerator. Colorful, quirky magnets appear on the refrigerator, including a simple rectangular magnet with the word COLD in bold, red capital letters. The door opens with a steady, unhurried motion, and as it turns toward the camera, the refrigerator's vibrant blue LED light overflows, casting an ethereal glow on the figure's back and the tiled kitchen floor, contrasting with the warm ambient light. Inside, shelves are filled with various items rendered as blurred outlines and indistinct shapes against the strong blue backlight, reinforcing a casual, unstaged atmosphere.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames maintain reasonable clarity and stable composition, but there are noticeable issues that prevent a higher rating. The figure remains somewhat dark due to backlighting, which reduces visible detail, and the hair texture appears less distinct than ideal. The LED lighting contributes atmosphere but also introduces some color spill and minor noise in darker regions. The sequence remains coherent across frames, with no major distortions or abrupt changes, though the overall sharpness could be improved.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents the core elements described: a person viewed from behind with long hair, wearing a dark hooded jacket, in a kitchen setting with a white refrigerator and visible magnets. The action of reaching toward the fridge and the opening motion are present, and the blue LED illumination is evident. Some finer details—such as exact hair color nuance and the precise visibility of the COLD magnet—are not perfectly resolved, but they do not significantly detract from the overall correspondence. The scene maintains plausible spatial relationships and lighting dynamics consistent with the prompt.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The movements and interactions follow basic physical expectations, and the kitchen environment behaves plausibly. However, there are minor inconsistencies in lighting transitions and object-scale cues that prevent a higher score. Overall, the scene remains believable and coherent, with no glaring violations of common-sense physics.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.0625,
+                    "TA": 3.3125,
+                    "MQ": 3.109375,
+                    "Overall": 9.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a realistic, static medium shot from eye level, directly behind a figure with long, brown hair flowing backward. The figure wears a casual, slightly oversized black hooded jacket made of soft cotton, standing in a warmly lit, casual kitchen with the hood pulled back. The figure steadily and deliberately extends the right hand toward a large, white refrigerator. Colorful, quirky magnets appear on the refrigerator, including a simple rectangular magnet with the word COLD in bold, red capital letters. The door opens with a steady, unhurried motion, and as it turns toward the camera, the refrigerator's vibrant blue LED light overflows, casting an ethereal glow on the figure's back and the tiled kitchen floor, contrasting with the warm ambient light. Inside, shelves are filled with various items rendered as blurred outlines and indistinct shapes against the strong blue backlight, reinforcing a casual, unstaged atmosphere.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames maintain reasonable clarity and stable composition, but there are noticeable issues that prevent a higher rating. The figure remains somewhat dark due to backlighting, which reduces visible detail, and the hair texture appears less distinct than ideal. The LED lighting contributes atmosphere but also introduces some color spill and minor noise in darker regions. The sequence remains coherent across frames, with no major distortions or abrupt changes, though the overall sharpness could be improved.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents the core elements described: a person viewed from behind with long hair, wearing a dark hooded jacket, in a kitchen setting with a white refrigerator and visible magnets. The action of reaching toward the fridge and the opening motion are present, and the blue LED illumination is evident. Some finer details—such as exact hair color nuance and the precise visibility of the COLD magnet—are not perfectly resolved, but they do not significantly detract from the overall correspondence. The scene maintains plausible spatial relationships and lighting dynamics consistent with the prompt.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The movements and interactions follow basic physical expectations, and the kitchen environment behaves plausibly. However, there are minor inconsistencies in lighting transitions and object-scale cues that prevent a higher score. Overall, the scene remains believable and coherent, with no glaring violations of common-sense physics.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "realistic, static medium shot captures the scene from eye level, directly behind a figure with long, brown hair flowing backward. They are wearing a casual, slightly oversized black hooded jacket made of soft cotton, standing in a warmly lit, casual kitchen with the hood pulled back. The figure steadily and deliberately extends their right hand toward a large, white refrigerator. Several colorful, quirky magnets can be seen on the side of the refrigerator, including a simple rectangular magnet with the word \"COLD\" clearly printed in bold, red capital letters. Their fingers grasp the vertical handle and pull open the door with a steady, unhurried motion. As the door turns toward the camera, the refrigerator's vibrant, cool blue LED light overflows, casting an ethereal glow on the figure's back and the tiled kitchen floor, contrasting sharply with the room's warm ambient light. Inside, shelves are filled with various items, their specific forms rendered as blurred outlines and indistinct shapes against the strong blue backlight, reinforcing the casual, unstaged atmosphere of the moment.",
+        "seed": 10077,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_1/index_3853_seed_10077_dp_3_rank_6_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.9375,
+        "video_score2_ta": 3.796875,
+        "video_score2_mq": 3.171875,
+        "video_score2_overall": 9.9375,
+        "avg": 9.90625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "realistic, static medium shot captures the scene from eye level, directly behind a figure with long, brown hair flowing backward. They are wearing a casual, slightly oversized black hooded jacket made of soft cotton, standing in a warmly lit, casual kitchen with the hood pulled back. The figure steadily and deliberately extends their right hand toward a large, white refrigerator. Several colorful, quirky magnets can be seen on the side of the refrigerator, including a simple rectangular magnet with the word \"COLD\" clearly printed in bold, red capital letters. Their fingers grasp the vertical handle and pull open the door with a steady, unhurried motion. As the door turns toward the camera, the refrigerator's vibrant, cool blue LED light overflows, casting an ethereal glow on the figure's back and the tiled kitchen floor, contrasting sharply with the room's warm ambient light. Inside, shelves are filled with various items, their specific forms rendered as blurred outlines and indistinct shapes against the strong blue backlight, reinforcing the casual, unstaged atmosphere of the moment.",
+                "token_credit_reward": 9.9375,
+                "selected_reward": 9.9375,
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a realistic, static medium shot from eye level, directly behind a figure with long, brown hair flowing backward. The person wears a casual, slightly oversized black hooded jacket made of soft cotton, standing in a warmly lit, casual kitchen with the hood pulled back. The figure steadily and deliberately extends their right hand toward a large, white refrigerator. Several colorful, quirky magnets can be seen on the side of the refrigerator, including a simple rectangular magnet with the word COLD clearly printed in bold, red capital letters. Their fingers grasp the vertical handle and pull open the door with a steady, unhurried motion. As the door turns toward the camera, the refrigerator's vibrant, cool blue LED light overflows, casting an ethereal glow on the figure's back and the tiled kitchen floor, contrasting sharply with the room's warm ambient light. Inside, shelves are filled with various items, their specific forms rendered as blurred outlines and indistinct shapes against the strong blue backlight, reinforcing the casual, unstaged atmosphere of the moment\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but there are noticeable issues that affect clarity. Frame 2 exhibits motion blur around the head/face area, and Frame 3 shows some distortion or warping near the upper body. Frame 4 remains relatively clearer, while Frames 5–6 display persistent blur and distortion, especially around the head region. Frame 7 shows significant blur/distortion again. Lighting transitions are present but do not compensate for the overall quality drop. In sum, the video presents a mid-level visual quality with clear artifacts concentrated in several frames.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The core elements are well captured: the eye-level perspective, the figure with long brown hair, the black hooded jacket, the warm kitchen setting, and the action of reaching toward and opening the refrigerator. The blue LED lighting and the ethereal glow are present, and the general composition matches the described scene. Some minor deviations exist in fine-grained details such as exact hair movement dynamics and the precise timing of the door opening, but these do not substantially detract from the overall alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The sequence generally follows plausible human motion and object interaction, with the figure’s reach and the fridge opening appearing believable. However, there are occasional inconsistencies in how the hand interacts with the door and in the timing of the door’s rotation, which slightly undermines full realism. The lighting and spatial relationships remain coherent, supporting a reasonable sense of physical plausibility.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.9375,
+                    "TA": 3.796875,
+                    "MQ": 3.171875,
+                    "Overall": 9.9375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a realistic, static medium shot from eye level, directly behind a figure with long, brown hair flowing backward. The person wears a casual, slightly oversized black hooded jacket made of soft cotton, standing in a warmly lit, casual kitchen with the hood pulled back. The figure steadily and deliberately extends their right hand toward a large, white refrigerator. Several colorful, quirky magnets can be seen on the side of the refrigerator, including a simple rectangular magnet with the word COLD clearly printed in bold, red capital letters. Their fingers grasp the vertical handle and pull open the door with a steady, unhurried motion. As the door turns toward the camera, the refrigerator's vibrant, cool blue LED light overflows, casting an ethereal glow on the figure's back and the tiled kitchen floor, contrasting sharply with the room's warm ambient light. Inside, shelves are filled with various items, their specific forms rendered as blurred outlines and indistinct shapes against the strong blue backlight, reinforcing the casual, unstaged atmosphere of the moment\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but there are noticeable issues that affect clarity. Frame 2 exhibits motion blur around the head/face area, and Frame 3 shows some distortion or warping near the upper body. Frame 4 remains relatively clearer, while Frames 5–6 display persistent blur and distortion, especially around the head region. Frame 7 shows significant blur/distortion again. Lighting transitions are present but do not compensate for the overall quality drop. In sum, the video presents a mid-level visual quality with clear artifacts concentrated in several frames.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The core elements are well captured: the eye-level perspective, the figure with long brown hair, the black hooded jacket, the warm kitchen setting, and the action of reaching toward and opening the refrigerator. The blue LED lighting and the ethereal glow are present, and the general composition matches the described scene. Some minor deviations exist in fine-grained details such as exact hair movement dynamics and the precise timing of the door opening, but these do not substantially detract from the overall alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The sequence generally follows plausible human motion and object interaction, with the figure’s reach and the fridge opening appearing believable. However, there are occasional inconsistencies in how the hand interacts with the door and in the timing of the door’s rotation, which slightly undermines full realism. The lighting and spatial relationships remain coherent, supporting a reasonable sense of physical plausibility.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "realistic, static medium shot captures the scene from eye level, directly behind a figure with long, brown hair flowing backward. They are wearing a casual, slightly oversized black hooded jacket made of soft cotton, standing in a warmly lit, casual kitchen with the hood pulled back. The figure steadily and deliberately extends their right hand toward a large, white refrigerator. Several colorful, quirky magnets can be seen on the side of the refrigerator, including a simple rectangular magnet with the word \"COLD\" clearly printed in bold, red capital letters. Their fingers grasp the vertical handle and pull open the door with a steady, unhurried motion. As the door turns toward the camera, the refrigerator's vibrant, cool blue LED light overflows, casting an ethereal glow on the figure's back and the tiled kitchen floor, contrasting sharply with the room's warm ambient light. Inside, shelves are filled with various items, their specific forms rendered as blurred outlines and indistinct shapes against the strong blue backlight, reinforcing the casual, unstaged atmosphere of the moment.",
+        "seed": 10078,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_1/index_3853_seed_10078_dp_3_rank_6_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.984375,
+        "video_score2_ta": 3.34375,
+        "video_score2_mq": 3.234375,
+        "video_score2_overall": 9.5625,
+        "avg": 9.5625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "realistic, static medium shot captures the scene from eye level, directly behind a figure with long, brown hair flowing backward. They are wearing a casual, slightly oversized black hooded jacket made of soft cotton, standing in a warmly lit, casual kitchen with the hood pulled back. The figure steadily and deliberately extends their right hand toward a large, white refrigerator. Several colorful, quirky magnets can be seen on the side of the refrigerator, including a simple rectangular magnet with the word \"COLD\" clearly printed in bold, red capital letters. Their fingers grasp the vertical handle and pull open the door with a steady, unhurried motion. As the door turns toward the camera, the refrigerator's vibrant, cool blue LED light overflows, casting an ethereal glow on the figure's back and the tiled kitchen floor, contrasting sharply with the room's warm ambient light. Inside, shelves are filled with various items, their specific forms rendered as blurred outlines and indistinct shapes against the strong blue backlight, reinforcing the casual, unstaged atmosphere of the moment.",
+                "token_credit_reward": 9.5625,
+                "selected_reward": 9.5625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a realistic, static medium shot from eye level, directly behind a figure with long, brown hair flowing backward. The figure wears a casual, slightly oversized black hooded jacket made of soft cotton, standing in a warmly lit, casual kitchen with the hood pulled back. The scene features a large white refrigerator with colorful magnets, including a simple rectangular magnet labeled COLD in bold red letters. The action involves extending the right hand toward the refrigerator and pulling it open with a steady, unhurried motion as the door opens toward the camera, revealing the interior with blue LED lighting and a contrast between warm ambient light and the cool interior glow.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent resolution and general clarity, but there are occasional minor artifacts and slight color/contrast inconsistencies that prevent a higher rating. The sequence remains stable with no major distortions, though some frames show subtle noise or compression effects. The lighting transitions from warm ambient to the blue interior are present but not perfectly seamless across all frames. In sum, the video is acceptable visually, but not outstanding.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a person viewed from behind with long hair, wearing a dark hooded jacket, in a kitchen setting with a white refrigerator and visible magnets, including the COLD sign. The action of reaching toward and opening the refrigerator is depicted, and the blue interior lighting is evident. Minor deviations exist in exact hand positioning and the timing of the door opening, but these do not significantly detract from the overall correspondence. Overall, the alignment closely matches the described scenario.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally follows plausible human movement and spatial relations, with the figure interacting with the refrigerator in a believable manner. However, there are small inconsistencies in hand orientation and the precise interaction with the door that prevent a higher score. The lighting and interior glow are consistent with the described setup, but the overall realism remains at a mid level rather than exceptional.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.984375,
+                    "TA": 3.34375,
+                    "MQ": 3.234375,
+                    "Overall": 9.5625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a realistic, static medium shot from eye level, directly behind a figure with long, brown hair flowing backward. The figure wears a casual, slightly oversized black hooded jacket made of soft cotton, standing in a warmly lit, casual kitchen with the hood pulled back. The scene features a large white refrigerator with colorful magnets, including a simple rectangular magnet labeled COLD in bold red letters. The action involves extending the right hand toward the refrigerator and pulling it open with a steady, unhurried motion as the door opens toward the camera, revealing the interior with blue LED lighting and a contrast between warm ambient light and the cool interior glow.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent resolution and general clarity, but there are occasional minor artifacts and slight color/contrast inconsistencies that prevent a higher rating. The sequence remains stable with no major distortions, though some frames show subtle noise or compression effects. The lighting transitions from warm ambient to the blue interior are present but not perfectly seamless across all frames. In sum, the video is acceptable visually, but not outstanding.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a person viewed from behind with long hair, wearing a dark hooded jacket, in a kitchen setting with a white refrigerator and visible magnets, including the COLD sign. The action of reaching toward and opening the refrigerator is depicted, and the blue interior lighting is evident. Minor deviations exist in exact hand positioning and the timing of the door opening, but these do not significantly detract from the overall correspondence. Overall, the alignment closely matches the described scenario.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene generally follows plausible human movement and spatial relations, with the figure interacting with the refrigerator in a believable manner. However, there are small inconsistencies in hand orientation and the precise interaction with the door that prevent a higher score. The lighting and interior glow are consistent with the described setup, but the overall realism remains at a mid level rather than exceptional.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_10/index_tensor([4660, 4660])_group_10_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_10/index_tensor([4660, 4660])_group_10_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..8bbc1eee574303086a8dc345b83a5dd9d3096303
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_10/index_tensor([4660, 4660])_group_10_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "static, eye-level, medium shot, rendered in the style of ultra-high-speed photography, captures a regal figure retreating dramatically in a dark, cavernous chamber. The figure's entire body is encased in a dense mosaic of shimmering, opalescent scales, shimmering in iridescent hues of mother-of-pearl, cyan, and purple under a single, harsh, cold-toned light source from the side. Its angry, reptilian eyes, with glowing amber irises and razor-thin vertical slit pupils, are wide open in shock and rage. The recoil is deconstructed into a series of arrested movements: the torso suddenly jerks back, the muscles beneath the scaly skin visibly tensing, sending liquid ripples across its surface. As its head recoils with a silent roar, tiny droplets of moisture, disrupted by the sudden movement, hang suspended in the air like scattered jewels. The background is a deep abyss of wet, shimmering rock walls and deep shadows, creating a stark black and white contrast that isolates the majestic and terrifying subject and freezes the violent reaction at this moment, creating an atmosphere of intense, majestic anger.",
+        "seed": 24609,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_10/index_4660_seed_24609_dp_20_rank_40_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.328125,
+        "video_score2_ta": 2.828125,
+        "video_score2_mq": 3.171875,
+        "video_score2_overall": 9.3125,
+        "avg": 9.328125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, eye-level, medium shot, rendered in the style of ultra-high-speed photography, captures a regal figure retreating dramatically in a dark, cavernous chamber. The figure's entire body is encased in a dense mosaic of shimmering, opalescent scales, shimmering in iridescent hues of mother-of-pearl, cyan, and purple under a single, harsh, cold-toned light source from the side. Its angry, reptilian eyes, with glowing amber irises and razor-thin vertical slit pupils, are wide open in shock and rage. The recoil is deconstructed into a series of arrested movements: the torso suddenly jerks back, the muscles beneath the scaly skin visibly tensing, sending liquid ripples across its surface. As its head recoils with a silent roar, tiny droplets of moisture, disrupted by the sudden movement, hang suspended in the air like scattered jewels. The background is a deep abyss of wet, shimmering rock walls and deep shadows, creating a stark black and white contrast that isolates the majestic and terrifying subject and freezes the violent reaction at this moment, creating an atmosphere of intense, majestic anger.",
+                "token_credit_reward": 9.3125,
+                "selected_reward": 9.3125,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a regal, reptilian figure in a dark cavernous chamber with distinctive features: dense mosaic of shimmering opalescent scales, iridescent hues (mother-of-pearl, cyan, purple), a single harsh cold-toned light source from the side, wide-eyed, angry expression with glowing amber irises and razor-thin vertical slit pupils, and a dramatic recoil sequence with liquid ripples and suspended droplets. The background is described as a deep abyss of wet, shimmering rock walls and deep shadows, creating a stark black-and-white contrast to isolate the subject.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent clarity and consistent lighting, but there are noticeable limitations: some frames exhibit mild softness or minor compression artifacts, and the ultra-high-speed photography aesthetic is not fully realized. The rendering remains coherent and the creature’s form is recognizable, though it does not reach high-end realism or polish.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a regal, reptilian figure with a textured, iridescent surface, a dark cavernous setting, and a dramatic lighting scheme. The eye-level perspective and the presence of droplets align with the description, and the general mood matches the intended intensity. A few nuanced details (e.g., precise scale dynamics, exact motion timing) are not perfectly matched, but they do not significantly detract from the overall correspondence.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The creature’s anatomy and environmental interactions feel plausible within the fantasy context, and lighting/shadow behavior is coherent. However, some dynamic elements (scale movement, fluid dynamics of droplets) are stylized rather than strictly physically accurate, which slightly reduces strict common-sense alignment while preserving overall believability.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.328125,
+                    "TA": 2.828125,
+                    "MQ": 3.171875,
+                    "Overall": 9.3125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a regal, reptilian figure in a dark cavernous chamber with distinctive features: dense mosaic of shimmering opalescent scales, iridescent hues (mother-of-pearl, cyan, purple), a single harsh cold-toned light source from the side, wide-eyed, angry expression with glowing amber irises and razor-thin vertical slit pupils, and a dramatic recoil sequence with liquid ripples and suspended droplets. The background is described as a deep abyss of wet, shimmering rock walls and deep shadows, creating a stark black-and-white contrast to isolate the subject.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent clarity and consistent lighting, but there are noticeable limitations: some frames exhibit mild softness or minor compression artifacts, and the ultra-high-speed photography aesthetic is not fully realized. The rendering remains coherent and the creature’s form is recognizable, though it does not reach high-end realism or polish.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a regal, reptilian figure with a textured, iridescent surface, a dark cavernous setting, and a dramatic lighting scheme. The eye-level perspective and the presence of droplets align with the description, and the general mood matches the intended intensity. A few nuanced details (e.g., precise scale dynamics, exact motion timing) are not perfectly matched, but they do not significantly detract from the overall correspondence.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The creature’s anatomy and environmental interactions feel plausible within the fantasy context, and lighting/shadow behavior is coherent. However, some dynamic elements (scale movement, fluid dynamics of droplets) are stylized rather than strictly physically accurate, which slightly reduces strict common-sense alignment while preserving overall believability.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static, eye-level, medium shot, rendered in the style of ultra-high-speed photography, captures a regal figure retreating dramatically in a dark, cavernous chamber. The figure's entire body is encased in a dense mosaic of shimmering, opalescent scales, shimmering in iridescent hues of mother-of-pearl, cyan, and purple under a single, harsh, cold-toned light source from the side. Its angry, reptilian eyes, with glowing amber irises and razor-thin vertical slit pupils, are wide open in shock and rage. The recoil is deconstructed into a series of arrested movements: the torso suddenly jerks back, the muscles beneath the scaly skin visibly tensing, sending liquid ripples across its surface. As its head recoils with a silent roar, tiny droplets of moisture, disrupted by the sudden movement, hang suspended in the air like scattered jewels. The background is a deep abyss of wet, shimmering rock walls and deep shadows, creating a stark black and white contrast that isolates the majestic and terrifying subject and freezes the violent reaction at this moment, creating an atmosphere of intense, majestic anger.",
+        "seed": 24610,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_10/index_4660_seed_24610_dp_20_rank_40_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.234375,
+        "video_score2_ta": 2.71875,
+        "video_score2_mq": 3.03125,
+        "video_score2_overall": 9.0,
+        "avg": 8.984375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, eye-level, medium shot, rendered in the style of ultra-high-speed photography, captures a regal figure retreating dramatically in a dark, cavernous chamber. The figure's entire body is encased in a dense mosaic of shimmering, opalescent scales, shimmering in iridescent hues of mother-of-pearl, cyan, and purple under a single, harsh, cold-toned light source from the side. Its angry, reptilian eyes, with glowing amber irises and razor-thin vertical slit pupils, are wide open in shock and rage. The recoil is deconstructed into a series of arrested movements: the torso suddenly jerks back, the muscles beneath the scaly skin visibly tensing, sending liquid ripples across its surface. As its head recoils with a silent roar, tiny droplets of moisture, disrupted by the sudden movement, hang suspended in the air like scattered jewels. The background is a deep abyss of wet, shimmering rock walls and deep shadows, creating a stark black and white contrast that isolates the majestic and terrifying subject and freezes the violent reaction at this moment, creating an atmosphere of intense, majestic anger.",
+                "token_credit_reward": 9.0,
+                "selected_reward": 9.0,
+                "frame_importance": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a regal, reptilian figure in a dark cavernous chamber with a dense mosaic of shimmering opalescent scales, iridescent hues, and a dramatic lighting setup. The scene aims for a high-contrast, stark black-and-white mood and a dynamic, tense moment of anger, with visible muscle tension and liquid ripples accompanying the movement.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent clarity and consistent lighting, but there are noticeable limitations: some frames exhibit mild softness or minor compression artifacts, and the rendering does not reach the level of ultra-high-speed photography promised by the prompt. The result is acceptable but not exceptional, with no major distortions or abrupt frame-to-frame inconsistencies.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video captures several key elements such as a regal, reptilian figure, a dark cavernous setting, and a dense scale pattern with iridescent tones. However, crucial aspects of the prompt—specifically the ultra-high-speed photographic style, the dramatic black-and-white contrast, and the explicit depiction of a silent roar with visible muscle tension—are not fully realized. The overall alignment is partial rather than complete.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The creature’s anatomy and environmental interactions appear plausible, with coherent lighting and believable motion. There are no obvious physics violations, though some micro-dynamics and scale behavior could be refined to enhance realism. Overall, the scene maintains credible physical coherence without pushing toward high-fidelity realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.234375,
+                    "TA": 2.71875,
+                    "MQ": 3.03125,
+                    "Overall": 9.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a regal, reptilian figure in a dark cavernous chamber with a dense mosaic of shimmering opalescent scales, iridescent hues, and a dramatic lighting setup. The scene aims for a high-contrast, stark black-and-white mood and a dynamic, tense moment of anger, with visible muscle tension and liquid ripples accompanying the movement.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent clarity and consistent lighting, but there are noticeable limitations: some frames exhibit mild softness or minor compression artifacts, and the rendering does not reach the level of ultra-high-speed photography promised by the prompt. The result is acceptable but not exceptional, with no major distortions or abrupt frame-to-frame inconsistencies.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video captures several key elements such as a regal, reptilian figure, a dark cavernous setting, and a dense scale pattern with iridescent tones. However, crucial aspects of the prompt—specifically the ultra-high-speed photographic style, the dramatic black-and-white contrast, and the explicit depiction of a silent roar with visible muscle tension—are not fully realized. The overall alignment is partial rather than complete.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The creature’s anatomy and environmental interactions appear plausible, with coherent lighting and believable motion. There are no obvious physics violations, though some micro-dynamics and scale behavior could be refined to enhance realism. Overall, the scene maintains credible physical coherence without pushing toward high-fidelity realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static, eye-level, medium shot, rendered in the style of ultra-high-speed photography, captures a regal figure retreating dramatically in a dark, cavernous chamber. The figure's entire body is encased in a dense mosaic of shimmering, opalescent scales, shimmering in iridescent hues of mother-of-pearl, cyan, and purple under a single, harsh, cold-toned light source from the side. Its angry, reptilian eyes, with glowing amber irises and razor-thin vertical slit pupils, are wide open in shock and rage. The recoil is deconstructed into a series of arrested movements: the torso suddenly jerks back, the muscles beneath the scaly skin visibly tensing, sending liquid ripples across its surface. As its head recoils with a silent roar, tiny droplets of moisture, disrupted by the sudden movement, hang suspended in the air like scattered jewels. The background is a deep abyss of wet, shimmering rock walls and deep shadows, creating a stark black and white contrast that isolates the majestic and terrifying subject and freezes the violent reaction at this moment, creating an atmosphere of intense, majestic anger.",
+        "seed": 24611,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_10/index_4660_seed_24611_dp_21_rank_42_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.296875,
+        "video_score2_ta": 3.359375,
+        "video_score2_mq": 3.65625,
+        "video_score2_overall": 10.3125,
+        "avg": 10.3125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, eye-level, medium shot, rendered in the style of ultra-high-speed photography, captures a regal figure retreating dramatically in a dark, cavernous chamber. The figure's entire body is encased in a dense mosaic of shimmering, opalescent scales, shimmering in iridescent hues of mother-of-pearl, cyan, and purple under a single, harsh, cold-toned light source from the side. Its angry, reptilian eyes, with glowing amber irises and razor-thin vertical slit pupils, are wide open in shock and rage. The recoil is deconstructed into a series of arrested movements: the torso suddenly jerks back, the muscles beneath the scaly skin visibly tensing, sending liquid ripples across its surface. As its head recoils with a silent roar, tiny droplets of moisture, disrupted by the sudden movement, hang suspended in the air like scattered jewels. The background is a deep abyss of wet, shimmering rock walls and deep shadows, creating a stark black and white contrast that isolates the majestic and terrifying subject and freezes the violent reaction at this moment, creating an atmosphere of intense, majestic anger.",
+                "token_credit_reward": 10.3125,
+                "selected_reward": 10.3125,
+                "frame_importance": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a regal, reptilian figure in a dark cavernous chamber with distinctive features: dense mosaic of shimmering opalescent scales, iridescent hues (mother-of-pearl, cyan, purple), a single harsh cold-toned light source from the side, wide-eyed, angry expression with glowing amber irises and razor-thin vertical slit pupils, and a dramatic recoil sequence with liquid ripples and suspended droplets. The background is described as a deep abyss of wet, shimmering rock walls and deep shadows, creating a stark black-and-white contrast to isolate the subject and freeze the moment of intense anger.\n\nVisual Quality Analysis:\nAcross the frames, the rendering shows solid detail in the scales and lighting, with convincing reflections and atmospheric effects. The creature remains clearly visible and well-lit, and the water droplets add dynamic texture. However, there are occasional minor inconsistencies in scale coverage and some frame-to-frame motion nuances, which prevent a perfect top-tier score. Overall, Visual Quality is strong but not flawless, aligning with a score of 4.\n\nText-to-Video Alignment Analysis:\nThe video captures several key elements such as the regal, reptilian form, the dark cavern setting, and the dramatic lighting with visible droplets. Yet certain aspects of the prompt—specifically the precise scale pattern density, the exact color palette, and the full dynamic recoil—are only partially realized. The alignment is moderate rather than complete, corresponding to a score of 3.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible anatomy, lighting, and environmental interactions, with coherent scale behavior and water dynamics. Some minor deviations in scale distribution or motion timing exist, but they do not break overall coherence. This yields a moderate level of physical consistency, consistent with a score of 3.\n\nGround-truth scores: Visual Quality 4; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.296875,
+                    "TA": 3.359375,
+                    "MQ": 3.65625,
+                    "Overall": 10.3125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a regal, reptilian figure in a dark cavernous chamber with distinctive features: dense mosaic of shimmering opalescent scales, iridescent hues (mother-of-pearl, cyan, purple), a single harsh cold-toned light source from the side, wide-eyed, angry expression with glowing amber irises and razor-thin vertical slit pupils, and a dramatic recoil sequence with liquid ripples and suspended droplets. The background is described as a deep abyss of wet, shimmering rock walls and deep shadows, creating a stark black-and-white contrast to isolate the subject and freeze the moment of intense anger.\n\nVisual Quality Analysis:\nAcross the frames, the rendering shows solid detail in the scales and lighting, with convincing reflections and atmospheric effects. The creature remains clearly visible and well-lit, and the water droplets add dynamic texture. However, there are occasional minor inconsistencies in scale coverage and some frame-to-frame motion nuances, which prevent a perfect top-tier score. Overall, Visual Quality is strong but not flawless, aligning with a score of 4.\n\nText-to-Video Alignment Analysis:\nThe video captures several key elements such as the regal, reptilian form, the dark cavern setting, and the dramatic lighting with visible droplets. Yet certain aspects of the prompt—specifically the precise scale pattern density, the exact color palette, and the full dynamic recoil—are only partially realized. The alignment is moderate rather than complete, corresponding to a score of 3.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible anatomy, lighting, and environmental interactions, with coherent scale behavior and water dynamics. Some minor deviations in scale distribution or motion timing exist, but they do not break overall coherence. This yields a moderate level of physical consistency, consistent with a score of 3.\n\nGround-truth scores: Visual Quality 4; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static, eye-level, medium shot, rendered in the style of ultra-high-speed photography, captures a regal figure retreating dramatically in a dark, cavernous chamber. The figure's entire body is encased in a dense mosaic of shimmering, opalescent scales, shimmering in iridescent hues of mother-of-pearl, cyan, and purple under a single, harsh, cold-toned light source from the side. Its angry, reptilian eyes, with glowing amber irises and razor-thin vertical slit pupils, are wide open in shock and rage. The recoil is deconstructed into a series of arrested movements: the torso suddenly jerks back, the muscles beneath the scaly skin visibly tensing, sending liquid ripples across its surface. As its head recoils with a silent roar, tiny droplets of moisture, disrupted by the sudden movement, hang suspended in the air like scattered jewels. The background is a deep abyss of wet, shimmering rock walls and deep shadows, creating a stark black and white contrast that isolates the majestic and terrifying subject and freezes the violent reaction at this moment, creating an atmosphere of intense, majestic anger.",
+        "seed": 24612,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_10/index_4660_seed_24612_dp_21_rank_42_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.234375,
+        "video_score2_ta": 2.640625,
+        "video_score2_mq": 3.0,
+        "video_score2_overall": 8.875,
+        "avg": 8.875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, eye-level, medium shot, rendered in the style of ultra-high-speed photography, captures a regal figure retreating dramatically in a dark, cavernous chamber. The figure's entire body is encased in a dense mosaic of shimmering, opalescent scales, shimmering in iridescent hues of mother-of-pearl, cyan, and purple under a single, harsh, cold-toned light source from the side. Its angry, reptilian eyes, with glowing amber irises and razor-thin vertical slit pupils, are wide open in shock and rage. The recoil is deconstructed into a series of arrested movements: the torso suddenly jerks back, the muscles beneath the scaly skin visibly tensing, sending liquid ripples across its surface. As its head recoils with a silent roar, tiny droplets of moisture, disrupted by the sudden movement, hang suspended in the air like scattered jewels. The background is a deep abyss of wet, shimmering rock walls and deep shadows, creating a stark black and white contrast that isolates the majestic and terrifying subject and freezes the violent reaction at this moment, creating an atmosphere of intense, majestic anger.",
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dramatic, high-intensity scene featuring a regal, reptilian figure in a dark cavernous chamber, with ultra-high-speed photography aesthetics, dense shimmering scales, and a range of vivid colors under a harsh, side-lit setup. The intended dynamic elements include a sudden, forceful movement, visible muscle tension, liquid ripples, and suspended droplets, culminating in a stark contrast against a wet rock backdrop.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent detail and consistent lighting, but there are noticeable limitations: occasional softness or minor compression artifacts, and some color grading inconsistencies that prevent a consistently sharp, cinematic look. The sequence remains coherent, yet it does not reach the level of polish implied by a higher score.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video presents several key aspects—reptilian figure, dark cavern setting, dramatic lighting, and visible scales—yet crucial dynamic elements described in the prompt are not realized: there is no evident rapid movement, no clear muscle tension, and no liquid ripples or suspended droplets. The overall motion and kinetic energy are limited, resulting in only partial alignment with the intended dramatic sequence.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The creature’s anatomy and environmental context appear plausible, with coherent lighting and scale rendering. However, the absence of expected dynamic interactions and fluid motion reduces the perceived realism of the intended dramatic event, leaving the scene technically sound but lacking the kinetic energy suggested by the prompt.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.234375,
+                    "TA": 2.640625,
+                    "MQ": 3.0,
+                    "Overall": 8.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dramatic, high-intensity scene featuring a regal, reptilian figure in a dark cavernous chamber, with ultra-high-speed photography aesthetics, dense shimmering scales, and a range of vivid colors under a harsh, side-lit setup. The intended dynamic elements include a sudden, forceful movement, visible muscle tension, liquid ripples, and suspended droplets, culminating in a stark contrast against a wet rock backdrop.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent detail and consistent lighting, but there are noticeable limitations: occasional softness or minor compression artifacts, and some color grading inconsistencies that prevent a consistently sharp, cinematic look. The sequence remains coherent, yet it does not reach the level of polish implied by a higher score.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video presents several key aspects—reptilian figure, dark cavern setting, dramatic lighting, and visible scales—yet crucial dynamic elements described in the prompt are not realized: there is no evident rapid movement, no clear muscle tension, and no liquid ripples or suspended droplets. The overall motion and kinetic energy are limited, resulting in only partial alignment with the intended dramatic sequence.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The creature’s anatomy and environmental context appear plausible, with coherent lighting and scale rendering. However, the absence of expected dynamic interactions and fluid motion reduces the perceived realism of the intended dramatic event, leaving the scene technically sound but lacking the kinetic energy suggested by the prompt.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_12/index_tensor([3781, 3781])_group_12_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_12/index_tensor([3781, 3781])_group_12_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..5d5c1f10debca087dad7226b013f7df2aee5d0ba
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_12/index_tensor([3781, 3781])_group_12_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "This low-angle, extreme close-up tracking shot, executed with the clinical precision of a high-speed sports documentary, relentlessly centers on a brutal battle between two enormous Galapagos centipedes. Their long, segmented bodies, encased in a glossy, dark chitin armor that reflects shrill light, twist and thrash in a violent, serpentine dance across a bed of damp, decaying leaves and dark soil. In stark, visceral contrast, their countless vibrant yellow legs thrash in a chaotic, undulating blur, scrambling for purchase on their opponent's sleek armor plating. The camera captures every microscopic movement as one lunges forward ferociously, its immense power crackling with unmistakable force, while the other rears back, curling its powerful body to absorb the impact before launching a desperate counterattack. Dappled light filtering through the unseen jungle canopy creates a high-contrast scene of deep shadows and bright highlights, emphasizing the primal violence of the encounter and creating an atmosphere of pure, terrifying intensity.",
+        "seed": 12632,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_12/index_3781_seed_12632_dp_24_rank_48_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.6875,
+        "video_score2_ta": 1.625,
+        "video_score2_mq": 3.015625,
+        "video_score2_overall": 8.3125,
+        "avg": 8.328125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "This low-angle, extreme close-up tracking shot, executed with the clinical precision of a high-speed sports documentary, relentlessly centers on a brutal battle between two enormous Galapagos centipedes. Their long, segmented bodies, encased in a glossy, dark chitin armor that reflects shrill light, twist and thrash in a violent, serpentine dance across a bed of damp, decaying leaves and dark soil. In stark, visceral contrast, their countless vibrant yellow legs thrash in a chaotic, undulating blur, scrambling for purchase on their opponent's sleek armor plating. The camera captures every microscopic movement as one lunges forward ferociously, its immense power crackling with unmistakable force, while the other rears back, curling its powerful body to absorb the impact before launching a desperate counterattack. Dappled light filtering through the unseen jungle canopy creates a high-contrast scene of deep shadows and bright highlights, emphasizing the primal violence of the encounter and creating an atmosphere of pure, terrifying intensity.",
+                "token_credit_reward": 8.3125,
+                "selected_reward": 8.3125,
+                "frame_importance": [
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+                    0.8129309415817261,
+                    0.12399408966302872
+                ],
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, extreme close-up tracking shot featuring two enormous Galapagos centipedes engaged in a brutal, dynamic battle. Key elements include:\n- Low-angle, extreme close-up tracking shot\n- Two enormous Galapagos centipedes\n- Long, segmented bodies with glossy dark chitin armor\n- Shiny, reflective surfaces\n- Twisting and thrashing motion\n- Bed of damp, decaying leaves and dark soil\n- Vibrant yellow legs\n- Chaotic, undulating blur\n- One lunging forward, one rearing back\n- High-contrast lighting with dappled light filtering through canopy\n- Atmosphere of pure, terrifying intensity\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid but not exceptional. The resolution is adequate and the subjects are clearly visible, with good lighting and contrast that render the glossy exoskeletons well. The background blur is convincing and the depth cues feel natural. There are no obvious distortions or artifacts, and transitions appear smooth. However, the overall polish is moderate rather than cinematic; some frames show minor softness or slight color variation, which keeps the quality at a competent level rather than outstanding.\n\nText-to-Video Alignment Assessment:\nThe video aligns with several prompt aspects (extreme close-up, low-angle, damp soil, glossy armor, and dynamic motion). However, there is a notable mismatch: only a single centipede is visible instead of two, which is a core element of the prompt. This reduces fidelity to the intended scenario. Other aspects such as lighting and motion are reasonably consistent, but the absence of the second participant lowers the overall alignment score.\n\nPhysical/Common-sense Consistency:\nThe depiction maintains plausible anatomy and locomotion within a damp, shadowy environment, with believable interaction with the substrate. While the scene remains coherent and physically plausible, it does not fully realize the described two-creature confrontation, which slightly limits the sense of complete realism.\n\nOverall assessment:\nThe video demonstrates solid technical execution with credible visuals and motion, but the missing second centipede introduces a meaningful fidelity gap relative to the prompt. The result is a competent yet not fully faithful rendering of the requested scene.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.6875,
+                    "TA": 1.625,
+                    "MQ": 3.015625,
+                    "Overall": 8.3125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, extreme close-up tracking shot featuring two enormous Galapagos centipedes engaged in a brutal, dynamic battle. Key elements include:\n- Low-angle, extreme close-up tracking shot\n- Two enormous Galapagos centipedes\n- Long, segmented bodies with glossy dark chitin armor\n- Shiny, reflective surfaces\n- Twisting and thrashing motion\n- Bed of damp, decaying leaves and dark soil\n- Vibrant yellow legs\n- Chaotic, undulating blur\n- One lunging forward, one rearing back\n- High-contrast lighting with dappled light filtering through canopy\n- Atmosphere of pure, terrifying intensity\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid but not exceptional. The resolution is adequate and the subjects are clearly visible, with good lighting and contrast that render the glossy exoskeletons well. The background blur is convincing and the depth cues feel natural. There are no obvious distortions or artifacts, and transitions appear smooth. However, the overall polish is moderate rather than cinematic; some frames show minor softness or slight color variation, which keeps the quality at a competent level rather than outstanding.\n\nText-to-Video Alignment Assessment:\nThe video aligns with several prompt aspects (extreme close-up, low-angle, damp soil, glossy armor, and dynamic motion). However, there is a notable mismatch: only a single centipede is visible instead of two, which is a core element of the prompt. This reduces fidelity to the intended scenario. Other aspects such as lighting and motion are reasonably consistent, but the absence of the second participant lowers the overall alignment score.\n\nPhysical/Common-sense Consistency:\nThe depiction maintains plausible anatomy and locomotion within a damp, shadowy environment, with believable interaction with the substrate. While the scene remains coherent and physically plausible, it does not fully realize the described two-creature confrontation, which slightly limits the sense of complete realism.\n\nOverall assessment:\nThe video demonstrates solid technical execution with credible visuals and motion, but the missing second centipede introduces a meaningful fidelity gap relative to the prompt. The result is a competent yet not fully faithful rendering of the requested scene.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "This low-angle, extreme close-up tracking shot, executed with the clinical precision of a high-speed sports documentary, relentlessly centers on a brutal battle between two enormous Galapagos centipedes. Their long, segmented bodies, encased in a glossy, dark chitin armor that reflects shrill light, twist and thrash in a violent, serpentine dance across a bed of damp, decaying leaves and dark soil. In stark, visceral contrast, their countless vibrant yellow legs thrash in a chaotic, undulating blur, scrambling for purchase on their opponent's sleek armor plating. The camera captures every microscopic movement as one lunges forward ferociously, its immense power crackling with unmistakable force, while the other rears back, curling its powerful body to absorb the impact before launching a desperate counterattack. Dappled light filtering through the unseen jungle canopy creates a high-contrast scene of deep shadows and bright highlights, emphasizing the primal violence of the encounter and creating an atmosphere of pure, terrifying intensity.",
+        "seed": 12633,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_12/index_3781_seed_12633_dp_24_rank_48_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.546875,
+        "video_score2_ta": 1.546875,
+        "video_score2_mq": 3.59375,
+        "video_score2_overall": 8.6875,
+        "avg": 8.6875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "This low-angle, extreme close-up tracking shot, executed with the clinical precision of a high-speed sports documentary, relentlessly centers on a brutal battle between two enormous Galapagos centipedes. Their long, segmented bodies, encased in a glossy, dark chitin armor that reflects shrill light, twist and thrash in a violent, serpentine dance across a bed of damp, decaying leaves and dark soil. In stark, visceral contrast, their countless vibrant yellow legs thrash in a chaotic, undulating blur, scrambling for purchase on their opponent's sleek armor plating. The camera captures every microscopic movement as one lunges forward ferociously, its immense power crackling with unmistakable force, while the other rears back, curling its powerful body to absorb the impact before launching a desperate counterattack. Dappled light filtering through the unseen jungle canopy creates a high-contrast scene of deep shadows and bright highlights, emphasizing the primal violence of the encounter and creating an atmosphere of pure, terrifying intensity.",
+                "token_credit_reward": 8.6875,
+                "selected_reward": 8.6875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, extreme close-up tracking shot featuring two enormous Galapagos centipedes in a brutal, dynamic encounter. It emphasizes long segmented bodies, glossy dark chitin armor, vibrant yellow legs, a damp leafy environment, and a high-contrast lighting setup that conveys intense, primal violence. The description is rich and cinematic, but the actual video frames show only a single centipede and do not realize the described two-creature confrontation or the full dynamic sequence.\n\nVisual Quality Assessment:\nThe visuals are solid overall. The subject is clearly rendered with good sharpness, natural color balance, and convincing lighting that yields strong contrast and depth. The background separation and motion cues are well-executed, contributing to a professional look. However, there are minor imperfections (e.g., occasional slight softness or subtle artifacting) that prevent a perfect top-tier score. Overall, visual quality is strong and consistent with a 4/5 rating.\n\nText-to-Video Alignment Assessment:\nThere is a substantial mismatch between the prompt and the video content. The prompt calls for two Galapagos centipedes in a violent, two-part encounter; the video presents a single centipede with no second antagonist, no chase, and no dramatic interaction. While some surface details (color, texture, environment) align, the core narrative and dynamics are missing, resulting in a low alignment score around 2/5.\n\nPhysical/Common-sense Consistency Assessment:\nThe depiction maintains plausible anatomy and behavior for a centipede within a natural setting. Movement, anatomy, and environmental context appear coherent and believable, with no obvious biological inconsistencies. The absence of a second creature does not introduce any physical implausibilities; it simply reduces the intended dramatic tension. Overall, physical/common-sense consistency remains strong at about 4/5.\n\nGround-truth scores:\nVisual Quality: 4\nText-to-Video Alignment: 2\nPhysical Consistency: 4\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 4\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 2,
+                    "MQ": 4
+                },
+                "soft_scores": {
+                    "VQ": 3.546875,
+                    "TA": 1.546875,
+                    "MQ": 3.59375,
+                    "Overall": 8.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, extreme close-up tracking shot featuring two enormous Galapagos centipedes in a brutal, dynamic encounter. It emphasizes long segmented bodies, glossy dark chitin armor, vibrant yellow legs, a damp leafy environment, and a high-contrast lighting setup that conveys intense, primal violence. The description is rich and cinematic, but the actual video frames show only a single centipede and do not realize the described two-creature confrontation or the full dynamic sequence.\n\nVisual Quality Assessment:\nThe visuals are solid overall. The subject is clearly rendered with good sharpness, natural color balance, and convincing lighting that yields strong contrast and depth. The background separation and motion cues are well-executed, contributing to a professional look. However, there are minor imperfections (e.g., occasional slight softness or subtle artifacting) that prevent a perfect top-tier score. Overall, visual quality is strong and consistent with a 4/5 rating.\n\nText-to-Video Alignment Assessment:\nThere is a substantial mismatch between the prompt and the video content. The prompt calls for two Galapagos centipedes in a violent, two-part encounter; the video presents a single centipede with no second antagonist, no chase, and no dramatic interaction. While some surface details (color, texture, environment) align, the core narrative and dynamics are missing, resulting in a low alignment score around 2/5.\n\nPhysical/Common-sense Consistency Assessment:\nThe depiction maintains plausible anatomy and behavior for a centipede within a natural setting. Movement, anatomy, and environmental context appear coherent and believable, with no obvious biological inconsistencies. The absence of a second creature does not introduce any physical implausibilities; it simply reduces the intended dramatic tension. Overall, physical/common-sense consistency remains strong at about 4/5.\n\nGround-truth scores:\nVisual Quality: 4\nText-to-Video Alignment: 2\nPhysical Consistency: 4\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 4"
+        ]
+    },
+    {
+        "prompt": "This low-angle, extreme close-up tracking shot, executed with the clinical precision of a high-speed sports documentary, relentlessly centers on a brutal battle between two enormous Galapagos centipedes. Their long, segmented bodies, encased in a glossy, dark chitin armor that reflects shrill light, twist and thrash in a violent, serpentine dance across a bed of damp, decaying leaves and dark soil. In stark, visceral contrast, their countless vibrant yellow legs thrash in a chaotic, undulating blur, scrambling for purchase on their opponent's sleek armor plating. The camera captures every microscopic movement as one lunges forward ferociously, its immense power crackling with unmistakable force, while the other rears back, curling its powerful body to absorb the impact before launching a desperate counterattack. Dappled light filtering through the unseen jungle canopy creates a high-contrast scene of deep shadows and bright highlights, emphasizing the primal violence of the encounter and creating an atmosphere of pure, terrifying intensity.",
+        "seed": 12634,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_12/index_3781_seed_12634_dp_25_rank_50_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.90625,
+        "video_score2_ta": 1.5,
+        "video_score2_mq": 3.734375,
+        "video_score2_overall": 9.125,
+        "avg": 9.140625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "This low-angle, extreme close-up tracking shot, executed with the clinical precision of a high-speed sports documentary, relentlessly centers on a brutal battle between two enormous Galapagos centipedes. Their long, segmented bodies, encased in a glossy, dark chitin armor that reflects shrill light, twist and thrash in a violent, serpentine dance across a bed of damp, decaying leaves and dark soil. In stark, visceral contrast, their countless vibrant yellow legs thrash in a chaotic, undulating blur, scrambling for purchase on their opponent's sleek armor plating. The camera captures every microscopic movement as one lunges forward ferociously, its immense power crackling with unmistakable force, while the other rears back, curling its powerful body to absorb the impact before launching a desperate counterattack. Dappled light filtering through the unseen jungle canopy creates a high-contrast scene of deep shadows and bright highlights, emphasizing the primal violence of the encounter and creating an atmosphere of pure, terrifying intensity.",
+                "token_credit_reward": 9.125,
+                "selected_reward": 9.125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - clarity, smoothness, artifacts\n2. Text-to-Video Alignment - fidelity to the prompt\n3. Physical/Common-sense Consistency - naturalness and physics plausibility\n\nText Prompt Analysis:\nThe prompt describes a low-angle, extreme close-up tracking shot focusing on a brutal battle between two enormous Galapagos centipedes. It emphasizes long segmented bodies, glossy dark chitin armor, and a damp forest floor with dynamic, chaotic leg movements and intense, high-contrast lighting to convey primal violence.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid. The subject is clearly visible with good sharpness, and the lighting yields strong contrast and natural color rendition. The background separation and depth cues are convincing, and there are no obvious distortions or artifacts. While the imagery is coherent and well-lit, it does not reach the highest possible polish in every frame, so the overall quality is strong but not flawless (roughly 4/5).\n\nText-to-Video Alignment Assessment:\nThere is a notable misalignment with the prompt. The frames depict a single crab-like creature rather than two enormous Galapagos centipedes, which is a fundamental mismatch. Some elements align (close-up framing, damp substrate, dramatic lighting), but the core subject and the described interaction are not realized. Overall alignment is moderate (3/5).\n\nPhysical/Common-sense Consistency Assessment:\nThe creature’s anatomy and locomotion appear plausible for a crab-like organism, with believable leg movements and environmental interaction. However, because the intended subject is not accurately represented, the overall biological realism and common-sense consistency are only moderate (3/5).\n\nGround-truth scores:\nVisual Quality: 4\nText-to-Video Alignment: 3\nPhysical/Common-sense Consistency: 3\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.90625,
+                    "TA": 1.5,
+                    "MQ": 3.734375,
+                    "Overall": 9.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - clarity, smoothness, artifacts\n2. Text-to-Video Alignment - fidelity to the prompt\n3. Physical/Common-sense Consistency - naturalness and physics plausibility\n\nText Prompt Analysis:\nThe prompt describes a low-angle, extreme close-up tracking shot focusing on a brutal battle between two enormous Galapagos centipedes. It emphasizes long segmented bodies, glossy dark chitin armor, and a damp forest floor with dynamic, chaotic leg movements and intense, high-contrast lighting to convey primal violence.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid. The subject is clearly visible with good sharpness, and the lighting yields strong contrast and natural color rendition. The background separation and depth cues are convincing, and there are no obvious distortions or artifacts. While the imagery is coherent and well-lit, it does not reach the highest possible polish in every frame, so the overall quality is strong but not flawless (roughly 4/5).\n\nText-to-Video Alignment Assessment:\nThere is a notable misalignment with the prompt. The frames depict a single crab-like creature rather than two enormous Galapagos centipedes, which is a fundamental mismatch. Some elements align (close-up framing, damp substrate, dramatic lighting), but the core subject and the described interaction are not realized. Overall alignment is moderate (3/5).\n\nPhysical/Common-sense Consistency Assessment:\nThe creature’s anatomy and locomotion appear plausible for a crab-like organism, with believable leg movements and environmental interaction. However, because the intended subject is not accurately represented, the overall biological realism and common-sense consistency are only moderate (3/5).\n\nGround-truth scores:\nVisual Quality: 4\nText-to-Video Alignment: 3\nPhysical/Common-sense Consistency: 3\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "This low-angle, extreme close-up tracking shot, executed with the clinical precision of a high-speed sports documentary, relentlessly centers on a brutal battle between two enormous Galapagos centipedes. Their long, segmented bodies, encased in a glossy, dark chitin armor that reflects shrill light, twist and thrash in a violent, serpentine dance across a bed of damp, decaying leaves and dark soil. In stark, visceral contrast, their countless vibrant yellow legs thrash in a chaotic, undulating blur, scrambling for purchase on their opponent's sleek armor plating. The camera captures every microscopic movement as one lunges forward ferociously, its immense power crackling with unmistakable force, while the other rears back, curling its powerful body to absorb the impact before launching a desperate counterattack. Dappled light filtering through the unseen jungle canopy creates a high-contrast scene of deep shadows and bright highlights, emphasizing the primal violence of the encounter and creating an atmosphere of pure, terrifying intensity.",
+        "seed": 12635,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_12/index_3781_seed_12635_dp_25_rank_50_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.5625,
+        "video_score2_ta": 2.359375,
+        "video_score2_mq": 2.9375,
+        "video_score2_overall": 7.875,
+        "avg": 7.859375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "This low-angle, extreme close-up tracking shot, executed with the clinical precision of a high-speed sports documentary, relentlessly centers on a brutal battle between two enormous Galapagos centipedes. Their long, segmented bodies, encased in a glossy, dark chitin armor that reflects shrill light, twist and thrash in a violent, serpentine dance across a bed of damp, decaying leaves and dark soil. In stark, visceral contrast, their countless vibrant yellow legs thrash in a chaotic, undulating blur, scrambling for purchase on their opponent's sleek armor plating. The camera captures every microscopic movement as one lunges forward ferociously, its immense power crackling with unmistakable force, while the other rears back, curling its powerful body to absorb the impact before launching a desperate counterattack. Dappled light filtering through the unseen jungle canopy creates a high-contrast scene of deep shadows and bright highlights, emphasizing the primal violence of the encounter and creating an atmosphere of pure, terrifying intensity.",
+                "token_credit_reward": 7.875,
+                "selected_reward": 7.875,
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle, extreme close-up tracking shot focusing on a brutal battle between two enormous Galapagos centipedes. It emphasizes long segmented bodies, glossy dark chitin armor with light reflections, dynamic movement across damp leaves and dark soil, and a visceral clash with intense lighting and high contrast. The description aims for a documentary-like depiction of primal violence.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but there are noticeable issues that affect clarity. Motion blur is present during rapid leg movements, and some frames exhibit softness or slight focus inconsistencies. Lighting is dramatic with strong highlights and shadows, yet occasional exposure variation reduces consistency. The background bokeh is aesthetically pleasing, but the overall sharpness is not uniformly high. In sum, the video communicates the intended mood, but technical imperfections keep it at a mid-range quality level.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents a low-angle, extreme close-up perspective with a tracking feel, and features two large centipedes with prominent legs and segmented bodies. The glossy dark armor and light reflections are visible, and the damp leafy environment is suggested. The core elements of the prompt are captured, though a few nuanced details such as the exact intensity of the “serpentine dance” and the precise dynamics of the attack may be less pronounced due to motion blur. Nevertheless, the overall correspondence remains solid.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The anatomy appears plausible for a large centipede, with believable body segments and leg articulation. However, some rapid movements and interactions with the substrate are not perfectly physically constrained, and a few frames show minor inconsistencies in contact dynamics or timing. These do not break the overall realism but prevent a higher score.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.5625,
+                    "TA": 2.359375,
+                    "MQ": 2.9375,
+                    "Overall": 7.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle, extreme close-up tracking shot focusing on a brutal battle between two enormous Galapagos centipedes. It emphasizes long segmented bodies, glossy dark chitin armor with light reflections, dynamic movement across damp leaves and dark soil, and a visceral clash with intense lighting and high contrast. The description aims for a documentary-like depiction of primal violence.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but there are noticeable issues that affect clarity. Motion blur is present during rapid leg movements, and some frames exhibit softness or slight focus inconsistencies. Lighting is dramatic with strong highlights and shadows, yet occasional exposure variation reduces consistency. The background bokeh is aesthetically pleasing, but the overall sharpness is not uniformly high. In sum, the video communicates the intended mood, but technical imperfections keep it at a mid-range quality level.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents a low-angle, extreme close-up perspective with a tracking feel, and features two large centipedes with prominent legs and segmented bodies. The glossy dark armor and light reflections are visible, and the damp leafy environment is suggested. The core elements of the prompt are captured, though a few nuanced details such as the exact intensity of the “serpentine dance” and the precise dynamics of the attack may be less pronounced due to motion blur. Nevertheless, the overall correspondence remains solid.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The anatomy appears plausible for a large centipede, with believable body segments and leg articulation. However, some rapid movements and interactions with the substrate are not perfectly physically constrained, and a few frames show minor inconsistencies in contact dynamics or timing. These do not break the overall realism but prevent a higher score.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_13/index_tensor([5213, 5213])_group_13_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_13/index_tensor([5213, 5213])_group_13_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..573e78d482caf579e7ffa39ee5b5f154a668b951
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_13/index_tensor([5213, 5213])_group_13_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "In a stunning close-up, the camera remains still, focused on a flawless, pure gold ingot suspended against a black, non-reflective void. The ingot's silhouette is a classic boat, with high, pointed ends and a rounded center. Its highly polished surface imparts a mirror-like finish and a warm, deep 24K golden hue. A soft, diffuse light from outside the frame, like a studio softbox, evenly illuminates the ingot. As it rotates steadily and smoothly around its vertical axis, the gentle glow flows gently across its smooth curves, creating long, liquid-like highlights that gracefully glide across every curve and plane without creating a harsh glare. This slow, stately rotation fully captures every angle. The image, characterized by its simple composition and warm tones, creates an atmosphere of ultimate luxury, tranquility, and mystery, immersing one in the pure beauty and auspicious meaning of this precious object.",
+        "seed": 25132,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_13/index_5213_seed_25132_dp_26_rank_52_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.609375,
+        "video_score2_ta": 2.421875,
+        "video_score2_mq": 3.125,
+        "video_score2_overall": 9.125,
+        "avg": 9.15625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In a stunning close-up, the camera remains still, focused on a flawless, pure gold ingot suspended against a black, non-reflective void. The ingot's silhouette is a classic boat, with high, pointed ends and a rounded center. Its highly polished surface imparts a mirror-like finish and a warm, deep 24K golden hue. A soft, diffuse light from outside the frame, like a studio softbox, evenly illuminates the ingot. As it rotates steadily and smoothly around its vertical axis, the gentle glow flows gently across its smooth curves, creating long, liquid-like highlights that gracefully glide across every curve and plane without creating a harsh glare. This slow, stately rotation fully captures every angle. The image, characterized by its simple composition and warm tones, creates an atmosphere of ultimate luxury, tranquility, and mystery, immersing one in the pure beauty and auspicious meaning of this precious object.",
+                "token_credit_reward": 9.125,
+                "selected_reward": 9.125,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a stunning close-up of a flawless, pure gold ingot suspended against a black, non-reflective void, with a boat-shaped silhouette, high polish, warm golden hue, and a slow, steady rotation around its vertical axis. The scene should feature a soft, diffuse exterior illumination and long, liquid-like highlights that glide across the surface without harsh glare, resulting in a simple, luxurious composition.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent clarity and consistent lighting, but there are noticeable issues that prevent a higher rating: mild softness or slight blur in some areas, occasional minor artifacts, and reflections that are not perfectly aligned with the lighting direction. The rotation appears smooth, yet the overall sharpness and polish do not reach the highest level.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video presents a close-up view of a gold object with rotation and a warm golden hue, which aligns with several aspects of the prompt. However, key elements are not convincingly realized: the background does not appear as a black, non-reflective void, and the object’s form reads more as a bowl or container rather than a classic boat with high, pointed ends and a rounded center. The intended studio-softbox lighting and the precise liquid-like highlights are not clearly achieved, though the rotation and general aesthetic are present. Overall, the alignment is partial rather than complete.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The rotation and lighting are plausible, and the object maintains structural integrity during movement. Yet the scene diverges from the exact prompt specifications: the vessel shape and the absence of a black void introduce inconsistencies with the described scenario. No obvious physics violations are observed, but the overall realism is tempered by these mismatches.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.609375,
+                    "TA": 2.421875,
+                    "MQ": 3.125,
+                    "Overall": 9.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a stunning close-up of a flawless, pure gold ingot suspended against a black, non-reflective void, with a boat-shaped silhouette, high polish, warm golden hue, and a slow, steady rotation around its vertical axis. The scene should feature a soft, diffuse exterior illumination and long, liquid-like highlights that glide across the surface without harsh glare, resulting in a simple, luxurious composition.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent clarity and consistent lighting, but there are noticeable issues that prevent a higher rating: mild softness or slight blur in some areas, occasional minor artifacts, and reflections that are not perfectly aligned with the lighting direction. The rotation appears smooth, yet the overall sharpness and polish do not reach the highest level.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video presents a close-up view of a gold object with rotation and a warm golden hue, which aligns with several aspects of the prompt. However, key elements are not convincingly realized: the background does not appear as a black, non-reflective void, and the object’s form reads more as a bowl or container rather than a classic boat with high, pointed ends and a rounded center. The intended studio-softbox lighting and the precise liquid-like highlights are not clearly achieved, though the rotation and general aesthetic are present. Overall, the alignment is partial rather than complete.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The rotation and lighting are plausible, and the object maintains structural integrity during movement. Yet the scene diverges from the exact prompt specifications: the vessel shape and the absence of a black void introduce inconsistencies with the described scenario. No obvious physics violations are observed, but the overall realism is tempered by these mismatches.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "In a stunning close-up, the camera remains still, focused on a flawless, pure gold ingot suspended against a black, non-reflective void. The ingot's silhouette is a classic boat, with high, pointed ends and a rounded center. Its highly polished surface imparts a mirror-like finish and a warm, deep 24K golden hue. A soft, diffuse light from outside the frame, like a studio softbox, evenly illuminates the ingot. As it rotates steadily and smoothly around its vertical axis, the gentle glow flows gently across its smooth curves, creating long, liquid-like highlights that gracefully glide across every curve and plane without creating a harsh glare. This slow, stately rotation fully captures every angle. The image, characterized by its simple composition and warm tones, creates an atmosphere of ultimate luxury, tranquility, and mystery, immersing one in the pure beauty and auspicious meaning of this precious object.",
+        "seed": 25133,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_13/index_5213_seed_25133_dp_26_rank_52_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.671875,
+        "video_score2_ta": 2.71875,
+        "video_score2_mq": 3.359375,
+        "video_score2_overall": 9.75,
+        "avg": 9.75,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In a stunning close-up, the camera remains still, focused on a flawless, pure gold ingot suspended against a black, non-reflective void. The ingot's silhouette is a classic boat, with high, pointed ends and a rounded center. Its highly polished surface imparts a mirror-like finish and a warm, deep 24K golden hue. A soft, diffuse light from outside the frame, like a studio softbox, evenly illuminates the ingot. As it rotates steadily and smoothly around its vertical axis, the gentle glow flows gently across its smooth curves, creating long, liquid-like highlights that gracefully glide across every curve and plane without creating a harsh glare. This slow, stately rotation fully captures every angle. The image, characterized by its simple composition and warm tones, creates an atmosphere of ultimate luxury, tranquility, and mystery, immersing one in the pure beauty and auspicious meaning of this precious object.",
+                "token_credit_reward": 9.75,
+                "selected_reward": 9.75,
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a stunning close-up of a flawless, pure gold ingot suspended against a black, non-reflective void, with a boat-shaped silhouette, high polished surface, mirror-like finish, warm deep 24K golden hue, soft diffuse lighting from outside the frame, steady rotation around vertical axis, gentle glow flowing across smooth curves, long liquid-like highlights, and an overall atmosphere of luxury, tranquility, and mystery.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent clarity and consistent lighting, but there are noticeable limitations: occasional softness or minor noise, slight color/contrast inconsistencies, and some compression artifacts that prevent a higher-fidelity impression. The rotation is smooth and the object remains clearly visible, yet the overall sharpness and polish do not reach a high-end level.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents a close-up, a still camera, a gold object suspended against a dark background, a boat-like silhouette, high polish, mirror-like finish, warm golden hue, and soft diffuse lighting. The rotation around the vertical axis is evident. A few nuanced details such as the exact angle of the highlights or the precise timing of the rotation may vary slightly, but they do not significantly detract from the alignment.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The object appears to float with plausible lighting and reflections, and the rotation follows expected physical behavior. However, there are minor inconsistencies in light interaction and motion that prevent a perfect match to real-world physics, resulting in a believable but not flawless depiction.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.671875,
+                    "TA": 2.71875,
+                    "MQ": 3.359375,
+                    "Overall": 9.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a stunning close-up of a flawless, pure gold ingot suspended against a black, non-reflective void, with a boat-shaped silhouette, high polished surface, mirror-like finish, warm deep 24K golden hue, soft diffuse lighting from outside the frame, steady rotation around vertical axis, gentle glow flowing across smooth curves, long liquid-like highlights, and an overall atmosphere of luxury, tranquility, and mystery.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent clarity and consistent lighting, but there are noticeable limitations: occasional softness or minor noise, slight color/contrast inconsistencies, and some compression artifacts that prevent a higher-fidelity impression. The rotation is smooth and the object remains clearly visible, yet the overall sharpness and polish do not reach a high-end level.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents a close-up, a still camera, a gold object suspended against a dark background, a boat-like silhouette, high polish, mirror-like finish, warm golden hue, and soft diffuse lighting. The rotation around the vertical axis is evident. A few nuanced details such as the exact angle of the highlights or the precise timing of the rotation may vary slightly, but they do not significantly detract from the alignment.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The object appears to float with plausible lighting and reflections, and the rotation follows expected physical behavior. However, there are minor inconsistencies in light interaction and motion that prevent a perfect match to real-world physics, resulting in a believable but not flawless depiction.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "In a stunning close-up, the camera remains still, focused on a flawless, pure gold ingot suspended against a black, non-reflective void. The ingot's silhouette is a classic boat, with high, pointed ends and a rounded center. Its highly polished surface imparts a mirror-like finish and a warm, deep 24K golden hue. A soft, diffuse light from outside the frame, like a studio softbox, evenly illuminates the ingot. As it rotates steadily and smoothly around its vertical axis, the gentle glow flows gently across its smooth curves, creating long, liquid-like highlights that gracefully glide across every curve and plane without creating a harsh glare. This slow, stately rotation fully captures every angle. The image, characterized by its simple composition and warm tones, creates an atmosphere of ultimate luxury, tranquility, and mystery, immersing one in the pure beauty and auspicious meaning of this precious object.",
+        "seed": 25134,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_13/index_5213_seed_25134_dp_27_rank_54_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.8125,
+        "video_score2_ta": 2.5,
+        "video_score2_mq": 3.265625,
+        "video_score2_overall": 9.5625,
+        "avg": 9.578125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In a stunning close-up, the camera remains still, focused on a flawless, pure gold ingot suspended against a black, non-reflective void. The ingot's silhouette is a classic boat, with high, pointed ends and a rounded center. Its highly polished surface imparts a mirror-like finish and a warm, deep 24K golden hue. A soft, diffuse light from outside the frame, like a studio softbox, evenly illuminates the ingot. As it rotates steadily and smoothly around its vertical axis, the gentle glow flows gently across its smooth curves, creating long, liquid-like highlights that gracefully glide across every curve and plane without creating a harsh glare. This slow, stately rotation fully captures every angle. The image, characterized by its simple composition and warm tones, creates an atmosphere of ultimate luxury, tranquility, and mystery, immersing one in the pure beauty and auspicious meaning of this precious object.",
+                "token_credit_reward": 9.5625,
+                "selected_reward": 9.5625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a stunning close-up of a flawless, pure gold ingot suspended against a black, non-reflective void, with a boat-shaped silhouette, high polished surface, mirror-like finish, warm golden hue, soft diffuse lighting from outside the frame, and a steady rotation around its vertical axis. The video largely follows these cues but there are notable deviations: the object appears as a circular gold coin or medallion rather than an elongated boat; the rotation is not clearly around a vertical axis; the background is dark but reflective rather than a pure void; the lighting is not clearly soft and diffuse from outside the frame. Overall, the alignment is moderate rather than exact.\n\nVisual Quality Analysis:\nThe frames show decent resolution with clear detail on the gold surface and reflections. The metallic finish reads convincingly and the lighting yields believable highlights and shadows. However, the sequence exhibits limited motion between frames, giving a somewhat static impression and suggesting only modest temporal smoothness. There are no obvious artifacts or distortions, and the overall rendering remains coherent. Overall Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements such as a close-up view, a gold object, and a rotating motion, which aligns with parts of the prompt. However, key aspects diverge: the object shape is not boat-shaped, the rotation does not clearly occur around a vertical axis, and the background is dark and reflective rather than a black non-reflective void. These mismatches reduce fidelity to the original description, resulting in a moderate alignment score (score 3).\n\nPhysical/Common-sense Consistency:\nThe object maintains a stable form during rotation with plausible lighting and reflections on the gold surface. The material properties appear consistent, and there are no obvious physical implausibilities. The main discrepancy lies in the background and the implied lighting direction, which do not break basic physics but do affect perceived realism. Overall, Physical/Common-sense Consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.8125,
+                    "TA": 2.5,
+                    "MQ": 3.265625,
+                    "Overall": 9.5625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a stunning close-up of a flawless, pure gold ingot suspended against a black, non-reflective void, with a boat-shaped silhouette, high polished surface, mirror-like finish, warm golden hue, soft diffuse lighting from outside the frame, and a steady rotation around its vertical axis. The video largely follows these cues but there are notable deviations: the object appears as a circular gold coin or medallion rather than an elongated boat; the rotation is not clearly around a vertical axis; the background is dark but reflective rather than a pure void; the lighting is not clearly soft and diffuse from outside the frame. Overall, the alignment is moderate rather than exact.\n\nVisual Quality Analysis:\nThe frames show decent resolution with clear detail on the gold surface and reflections. The metallic finish reads convincingly and the lighting yields believable highlights and shadows. However, the sequence exhibits limited motion between frames, giving a somewhat static impression and suggesting only modest temporal smoothness. There are no obvious artifacts or distortions, and the overall rendering remains coherent. Overall Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements such as a close-up view, a gold object, and a rotating motion, which aligns with parts of the prompt. However, key aspects diverge: the object shape is not boat-shaped, the rotation does not clearly occur around a vertical axis, and the background is dark and reflective rather than a black non-reflective void. These mismatches reduce fidelity to the original description, resulting in a moderate alignment score (score 3).\n\nPhysical/Common-sense Consistency:\nThe object maintains a stable form during rotation with plausible lighting and reflections on the gold surface. The material properties appear consistent, and there are no obvious physical implausibilities. The main discrepancy lies in the background and the implied lighting direction, which do not break basic physics but do affect perceived realism. Overall, Physical/Common-sense Consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "In a stunning close-up, the camera remains still, focused on a flawless, pure gold ingot suspended against a black, non-reflective void. The ingot's silhouette is a classic boat, with high, pointed ends and a rounded center. Its highly polished surface imparts a mirror-like finish and a warm, deep 24K golden hue. A soft, diffuse light from outside the frame, like a studio softbox, evenly illuminates the ingot. As it rotates steadily and smoothly around its vertical axis, the gentle glow flows gently across its smooth curves, creating long, liquid-like highlights that gracefully glide across every curve and plane without creating a harsh glare. This slow, stately rotation fully captures every angle. The image, characterized by its simple composition and warm tones, creates an atmosphere of ultimate luxury, tranquility, and mystery, immersing one in the pure beauty and auspicious meaning of this precious object.",
+        "seed": 25135,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_13/index_5213_seed_25135_dp_27_rank_54_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.65625,
+        "video_score2_ta": 2.8125,
+        "video_score2_mq": 3.15625,
+        "video_score2_overall": 9.625,
+        "avg": 9.625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In a stunning close-up, the camera remains still, focused on a flawless, pure gold ingot suspended against a black, non-reflective void. The ingot's silhouette is a classic boat, with high, pointed ends and a rounded center. Its highly polished surface imparts a mirror-like finish and a warm, deep 24K golden hue. A soft, diffuse light from outside the frame, like a studio softbox, evenly illuminates the ingot. As it rotates steadily and smoothly around its vertical axis, the gentle glow flows gently across its smooth curves, creating long, liquid-like highlights that gracefully glide across every curve and plane without creating a harsh glare. This slow, stately rotation fully captures every angle. The image, characterized by its simple composition and warm tones, creates an atmosphere of ultimate luxury, tranquility, and mystery, immersing one in the pure beauty and auspicious meaning of this precious object.",
+                "token_credit_reward": 9.625,
+                "selected_reward": 9.625,
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a stunning close-up of a flawless, pure gold ingot suspended against a black, non-reflective void. The ingot has a classic boat-like silhouette with high, pointed ends and a rounded center. It features a highly polished surface with a mirror-like finish and a warm, deep 24K golden hue. A soft, diffuse light from outside the frame (like a studio softbox) evenly illuminates the ingot. The video should show a steady rotation around its vertical axis, with gentle glow flowing across smooth curves and long, liquid-like highlights gliding across every curve and plane without harsh glare. The overall composition should be simple, with warm tones, capturing the luxurious, tranquil, and mysterious essence of the object.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent resolution and clarity, with the gold surface showing convincing reflections and a warm golden hue. Lighting and contrast are generally consistent, and the rotation appears smooth. However, there are minor imperfections such as occasional subtle distortions or warping of the surface and slight inconsistencies in edge sharpness across frames. These issues prevent a higher rating but do not dominate the viewing experience.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video presents a close-up view of a gold object with a rotating motion and a warm palette, which aligns with several aspects of the prompt. However, key specifics diverge: the object does not clearly resemble a boat-shaped ingot, and the background is not a black, non-reflective void but shows reflective surfaces. The rotation is present, but the overall alignment to the exact prompt details is partial rather than complete.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The rotation and lighting appear plausible, and the material properties look reasonable. Yet the object’s shape and its interaction with space do not fully match the described scenario, introducing mild inconsistencies in how the object sits within its environment. No major physical violations are evident, but the scene does not fully satisfy common-sense expectations.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.65625,
+                    "TA": 2.8125,
+                    "MQ": 3.15625,
+                    "Overall": 9.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a stunning close-up of a flawless, pure gold ingot suspended against a black, non-reflective void. The ingot has a classic boat-like silhouette with high, pointed ends and a rounded center. It features a highly polished surface with a mirror-like finish and a warm, deep 24K golden hue. A soft, diffuse light from outside the frame (like a studio softbox) evenly illuminates the ingot. The video should show a steady rotation around its vertical axis, with gentle glow flowing across smooth curves and long, liquid-like highlights gliding across every curve and plane without harsh glare. The overall composition should be simple, with warm tones, capturing the luxurious, tranquil, and mysterious essence of the object.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent resolution and clarity, with the gold surface showing convincing reflections and a warm golden hue. Lighting and contrast are generally consistent, and the rotation appears smooth. However, there are minor imperfections such as occasional subtle distortions or warping of the surface and slight inconsistencies in edge sharpness across frames. These issues prevent a higher rating but do not dominate the viewing experience.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video presents a close-up view of a gold object with a rotating motion and a warm palette, which aligns with several aspects of the prompt. However, key specifics diverge: the object does not clearly resemble a boat-shaped ingot, and the background is not a black, non-reflective void but shows reflective surfaces. The rotation is present, but the overall alignment to the exact prompt details is partial rather than complete.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The rotation and lighting appear plausible, and the material properties look reasonable. Yet the object’s shape and its interaction with space do not fully match the described scenario, introducing mild inconsistencies in how the object sits within its environment. No major physical violations are evident, but the scene does not fully satisfy common-sense expectations.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_14/index_tensor([9159, 9159])_group_14_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_14/index_tensor([9159, 9159])_group_14_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..83656106e48e1e9928ac104f2b364dc023250a8c
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_14/index_tensor([9159, 9159])_group_14_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "With gritty realism, a low-angle shot captures the inferno raging on the stainless steel meatpacking floor. Fierce orange and yellow flames violently engulf a stack of industrial plastic crates, which warp, bubble, and melt into a black, gooey sludge under the intense heat. The blaze unleashes a chaotic shower of fiery sparks that bounce off the cold, reflective metal walls and the damp concrete floor. The camera begins a slow, deliberate upward tilt, abandoning the encroaching inferno to follow the rising column of thick, greasy, acrid black smoke. The smoke billows violently, hitting the low ceiling and rapidly expanding into a suffocating blanket that engulfs the hanging meat hooks and metal fixtures. As the camera continues its upward motion, the flickering, infernal flames gradually suffocate, plunging the room into an oppressive, smoke-filled darkness, creating a palpable atmosphere of claustrophobia and imminent danger.",
+        "seed": 29178,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_14/index_9159_seed_29178_dp_28_rank_56_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.953125,
+        "video_score2_ta": 3.3125,
+        "video_score2_mq": 3.125,
+        "video_score2_overall": 9.375,
+        "avg": 9.390625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "With gritty realism, a low-angle shot captures the inferno raging on the stainless steel meatpacking floor. Fierce orange and yellow flames violently engulf a stack of industrial plastic crates, which warp, bubble, and melt into a black, gooey sludge under the intense heat. The blaze unleashes a chaotic shower of fiery sparks that bounce off the cold, reflective metal walls and the damp concrete floor. The camera begins a slow, deliberate upward tilt, abandoning the encroaching inferno to follow the rising column of thick, greasy, acrid black smoke. The smoke billows violently, hitting the low ceiling and rapidly expanding into a suffocating blanket that engulfs the hanging meat hooks and metal fixtures. As the camera continues its upward motion, the flickering, infernal flames gradually suffocate, plunging the room into an oppressive, smoke-filled darkness, creating a palpable atmosphere of claustrophobia and imminent danger.",
+                "token_credit_reward": 9.375,
+                "selected_reward": 9.375,
+                "frame_importance": [
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+                ],
+                "credit_map_shape": [
+                    3,
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+                "top_frames": [
+                    2,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a gritty, low-angle scene featuring an inferno on a stainless-steel meatpacking floor, with flames engulfing a stack of industrial plastic crates that warp and melt into black, gooey sludge. It mentions a chaotic shower of sparks, reflections on cold metal walls and damp concrete, a slow upward tilt as the fire recedes, and the smoke billowing and expanding to engulf hanging meat hooks and metal fixtures, culminating in a smoky, oppressive atmosphere.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution with some softness and occasional blur, especially in later segments. Fire effects are present but not consistently sharp, and there are minor artifacts around bright flames. Lighting and contrast are generally stable, and the sequence remains coherent across frames, though it does not reach high-fidelity detail.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a low-angle perspective, visible flames, and a smoky environment with reflective surfaces. However, certain nuanced details from the prompt—such as precise melting dynamics of the crates and the exact interaction between the fire and hanging fixtures—are not fully realized, resulting in a solid but not perfect match.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). Fire behavior and smoke dynamics are plausible, and lighting interactions with reflective surfaces are believable. Some aspects, such as the precise deformation of the crates and the timing of structural interactions, are simplified or understated, keeping the scene within reasonable physical plausibility without overclaiming realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.953125,
+                    "TA": 3.3125,
+                    "MQ": 3.125,
+                    "Overall": 9.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a gritty, low-angle scene featuring an inferno on a stainless-steel meatpacking floor, with flames engulfing a stack of industrial plastic crates that warp and melt into black, gooey sludge. It mentions a chaotic shower of sparks, reflections on cold metal walls and damp concrete, a slow upward tilt as the fire recedes, and the smoke billowing and expanding to engulf hanging meat hooks and metal fixtures, culminating in a smoky, oppressive atmosphere.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution with some softness and occasional blur, especially in later segments. Fire effects are present but not consistently sharp, and there are minor artifacts around bright flames. Lighting and contrast are generally stable, and the sequence remains coherent across frames, though it does not reach high-fidelity detail.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a low-angle perspective, visible flames, and a smoky environment with reflective surfaces. However, certain nuanced details from the prompt—such as precise melting dynamics of the crates and the exact interaction between the fire and hanging fixtures—are not fully realized, resulting in a solid but not perfect match.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). Fire behavior and smoke dynamics are plausible, and lighting interactions with reflective surfaces are believable. Some aspects, such as the precise deformation of the crates and the timing of structural interactions, are simplified or understated, keeping the scene within reasonable physical plausibility without overclaiming realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "With gritty realism, a low-angle shot captures the inferno raging on the stainless steel meatpacking floor. Fierce orange and yellow flames violently engulf a stack of industrial plastic crates, which warp, bubble, and melt into a black, gooey sludge under the intense heat. The blaze unleashes a chaotic shower of fiery sparks that bounce off the cold, reflective metal walls and the damp concrete floor. The camera begins a slow, deliberate upward tilt, abandoning the encroaching inferno to follow the rising column of thick, greasy, acrid black smoke. The smoke billows violently, hitting the low ceiling and rapidly expanding into a suffocating blanket that engulfs the hanging meat hooks and metal fixtures. As the camera continues its upward motion, the flickering, infernal flames gradually suffocate, plunging the room into an oppressive, smoke-filled darkness, creating a palpable atmosphere of claustrophobia and imminent danger.",
+        "seed": 29179,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_14/index_9159_seed_29179_dp_28_rank_56_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.53125,
+        "video_score2_ta": 3.234375,
+        "video_score2_mq": 3.03125,
+        "video_score2_overall": 8.75,
+        "avg": 8.796875,
+        "reward_records": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a gritty, realistic scene with a low-angle shot showing an inferno raging on a stainless steel meatpacking floor, with flames engulfing industrial plastic crates that warp and melt into black, gooey sludge. It mentions a chaotic shower of fiery sparks bouncing off cold, reflective metal walls and a damp concrete floor, followed by a slow, deliberate upward tilt as the camera abandons the encroaching inferno and tracks the rising column of thick, acrid black smoke. The smoke should billow, hit the low ceiling, and expand into a suffocating blanket that engulfs hanging meat hooks and metal fixtures, with the flames gradually suffocating and the room plunging into oppressive, smoke-filled darkness.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but with noticeable softness and some blur, especially in later segments where smoke and haze reduce fine detail. Fire effects are present but not consistently sharp across all frames, and there are occasional compression or artifact hints. Lighting remains dramatic due to fire, yet some frames exhibit uneven exposure or color grading inconsistencies. The sequence maintains a cohesive mood, but the overall clarity does not reach high-fidelity levels.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a low-angle perspective, visible flames, and a smoky environment with reflective surfaces. The upward tilt and the presence of smoke and metal fixtures align with the description, and the general progression from active inferno to smoky darkness matches the narrative arc. Some finer details—such as precise warping of crates or exact timing of the transition—are not fully explicit, but the major components and the intended atmosphere are well represented.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). Fire dynamics and smoke behavior are plausible within the scene, and lighting interactions with reflective surfaces feel believable. However, certain material responses and motion cues (e.g., the extent of crate deformation, the speed of smoke spread, and the interaction between flames and nearby fixtures) are not perfectly synchronized with real-world expectations, leaving some gaps in full physical realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.53125,
+                    "TA": 3.234375,
+                    "MQ": 3.03125,
+                    "Overall": 8.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a gritty, realistic scene with a low-angle shot showing an inferno raging on a stainless steel meatpacking floor, with flames engulfing industrial plastic crates that warp and melt into black, gooey sludge. It mentions a chaotic shower of fiery sparks bouncing off cold, reflective metal walls and a damp concrete floor, followed by a slow, deliberate upward tilt as the camera abandons the encroaching inferno and tracks the rising column of thick, acrid black smoke. The smoke should billow, hit the low ceiling, and expand into a suffocating blanket that engulfs hanging meat hooks and metal fixtures, with the flames gradually suffocating and the room plunging into oppressive, smoke-filled darkness.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but with noticeable softness and some blur, especially in later segments where smoke and haze reduce fine detail. Fire effects are present but not consistently sharp across all frames, and there are occasional compression or artifact hints. Lighting remains dramatic due to fire, yet some frames exhibit uneven exposure or color grading inconsistencies. The sequence maintains a cohesive mood, but the overall clarity does not reach high-fidelity levels.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a low-angle perspective, visible flames, and a smoky environment with reflective surfaces. The upward tilt and the presence of smoke and metal fixtures align with the description, and the general progression from active inferno to smoky darkness matches the narrative arc. Some finer details—such as precise warping of crates or exact timing of the transition—are not fully explicit, but the major components and the intended atmosphere are well represented.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). Fire dynamics and smoke behavior are plausible within the scene, and lighting interactions with reflective surfaces feel believable. However, certain material responses and motion cues (e.g., the extent of crate deformation, the speed of smoke spread, and the interaction between flames and nearby fixtures) are not perfectly synchronized with real-world expectations, leaving some gaps in full physical realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "With gritty realism, a low-angle shot captures the inferno raging on the stainless steel meatpacking floor. Fierce orange and yellow flames violently engulf a stack of industrial plastic crates, which warp, bubble, and melt into a black, gooey sludge under the intense heat. The blaze unleashes a chaotic shower of fiery sparks that bounce off the cold, reflective metal walls and the damp concrete floor. The camera begins a slow, deliberate upward tilt, abandoning the encroaching inferno to follow the rising column of thick, greasy, acrid black smoke. The smoke billows violently, hitting the low ceiling and rapidly expanding into a suffocating blanket that engulfs the hanging meat hooks and metal fixtures. As the camera continues its upward motion, the flickering, infernal flames gradually suffocate, plunging the room into an oppressive, smoke-filled darkness, creating a palpable atmosphere of claustrophobia and imminent danger.",
+        "seed": 29180,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_14/index_9159_seed_29180_dp_29_rank_58_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.109375,
+        "video_score2_ta": 3.28125,
+        "video_score2_mq": 3.1875,
+        "video_score2_overall": 9.5625,
+        "avg": 9.578125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "With gritty realism, a low-angle shot captures the inferno raging on the stainless steel meatpacking floor. Fierce orange and yellow flames violently engulf a stack of industrial plastic crates, which warp, bubble, and melt into a black, gooey sludge under the intense heat. The blaze unleashes a chaotic shower of fiery sparks that bounce off the cold, reflective metal walls and the damp concrete floor. The camera begins a slow, deliberate upward tilt, abandoning the encroaching inferno to follow the rising column of thick, greasy, acrid black smoke. The smoke billows violently, hitting the low ceiling and rapidly expanding into a suffocating blanket that engulfs the hanging meat hooks and metal fixtures. As the camera continues its upward motion, the flickering, infernal flames gradually suffocate, plunging the room into an oppressive, smoke-filled darkness, creating a palpable atmosphere of claustrophobia and imminent danger.",
+                "token_credit_reward": 9.5625,
+                "selected_reward": 9.5625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a gritty, low-angle scene featuring an inferno on a stainless-steel meatpacking floor, with flames engulfing a stack of industrial plastic crates that warp and melt into a black, gooey sludge. It mentions a chaotic shower of fiery sparks bouncing off cold, reflective metal walls and a damp concrete floor, with the camera tilting upward as the blaze intensifies and smoke billows toward the ceiling, eventually engulfing hanging meat hooks and metal fixtures as the flames fade and the space darkens.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution with some grain and occasional softness, but the fire effects remain reasonably convincing. There are no major distortions or abrupt frame-to-frame changes, and lighting from the flames provides believable illumination on nearby surfaces. The sequence maintains a coherent visual narrative, though it does not reach high-fidelity detail throughout.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). Key elements—gritty realism, low-angle framing, and an active inferno—are clearly present. The flames interact with reflective surfaces and the damp floor, and the camera tilt is suggested by the sequence. Some specifics from the prompt (e.g., precise melting dynamics of the crates, exact timing of the upward tilt, and the complete engulfment of hanging fixtures) are not fully verifiable from the frames alone, but the core alignment remains solid.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). Fire behavior, smoke dynamics, and reflections on metal surfaces appear plausible, and the scene generally adheres to basic physical expectations. However, certain aspects—such as the precise interaction between intense heat and the surrounding materials and the complete disappearance of fixtures—are not exhaustively demonstrated, leaving some ambiguity in full physical realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.109375,
+                    "TA": 3.28125,
+                    "MQ": 3.1875,
+                    "Overall": 9.5625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a gritty, low-angle scene featuring an inferno on a stainless-steel meatpacking floor, with flames engulfing a stack of industrial plastic crates that warp and melt into a black, gooey sludge. It mentions a chaotic shower of fiery sparks bouncing off cold, reflective metal walls and a damp concrete floor, with the camera tilting upward as the blaze intensifies and smoke billows toward the ceiling, eventually engulfing hanging meat hooks and metal fixtures as the flames fade and the space darkens.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution with some grain and occasional softness, but the fire effects remain reasonably convincing. There are no major distortions or abrupt frame-to-frame changes, and lighting from the flames provides believable illumination on nearby surfaces. The sequence maintains a coherent visual narrative, though it does not reach high-fidelity detail throughout.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). Key elements—gritty realism, low-angle framing, and an active inferno—are clearly present. The flames interact with reflective surfaces and the damp floor, and the camera tilt is suggested by the sequence. Some specifics from the prompt (e.g., precise melting dynamics of the crates, exact timing of the upward tilt, and the complete engulfment of hanging fixtures) are not fully verifiable from the frames alone, but the core alignment remains solid.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). Fire behavior, smoke dynamics, and reflections on metal surfaces appear plausible, and the scene generally adheres to basic physical expectations. However, certain aspects—such as the precise interaction between intense heat and the surrounding materials and the complete disappearance of fixtures—are not exhaustively demonstrated, leaving some ambiguity in full physical realism.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "With gritty realism, a low-angle shot captures the inferno raging on the stainless steel meatpacking floor. Fierce orange and yellow flames violently engulf a stack of industrial plastic crates, which warp, bubble, and melt into a black, gooey sludge under the intense heat. The blaze unleashes a chaotic shower of fiery sparks that bounce off the cold, reflective metal walls and the damp concrete floor. The camera begins a slow, deliberate upward tilt, abandoning the encroaching inferno to follow the rising column of thick, greasy, acrid black smoke. The smoke billows violently, hitting the low ceiling and rapidly expanding into a suffocating blanket that engulfs the hanging meat hooks and metal fixtures. As the camera continues its upward motion, the flickering, infernal flames gradually suffocate, plunging the room into an oppressive, smoke-filled darkness, creating a palpable atmosphere of claustrophobia and imminent danger.",
+        "seed": 29181,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_14/index_9159_seed_29181_dp_29_rank_58_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.03125,
+        "video_score2_ta": 3.375,
+        "video_score2_mq": 3.171875,
+        "video_score2_overall": 9.5625,
+        "avg": 9.578125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "With gritty realism, a low-angle shot captures the inferno raging on the stainless steel meatpacking floor. Fierce orange and yellow flames violently engulf a stack of industrial plastic crates, which warp, bubble, and melt into a black, gooey sludge under the intense heat. The blaze unleashes a chaotic shower of fiery sparks that bounce off the cold, reflective metal walls and the damp concrete floor. The camera begins a slow, deliberate upward tilt, abandoning the encroaching inferno to follow the rising column of thick, greasy, acrid black smoke. The smoke billows violently, hitting the low ceiling and rapidly expanding into a suffocating blanket that engulfs the hanging meat hooks and metal fixtures. As the camera continues its upward motion, the flickering, infernal flames gradually suffocate, plunging the room into an oppressive, smoke-filled darkness, creating a palpable atmosphere of claustrophobia and imminent danger.",
+                "token_credit_reward": 9.5625,
+                "selected_reward": 9.5625,
+                "frame_importance": [
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a gritty, industrial scene with a low-angle shot showing an inferno on a stainless-steel meatpacking floor, with flames engulfing a stack of industrial plastic crates that warp and melt into black, gooey sludge. It mentions a chaotic shower of fiery sparks, cold reflective metal walls and damp concrete floor, a slow deliberate upward tilt as the camera abandons the encroaching inferno, thick black smoke billowing and expanding to engulf hanging meat hooks and metal fixtures, and flames gradually suffocating as the space fills with smoke and darkness.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution with some grain and occasional compression artifacts, but the scene remains legible. Lighting is dramatic due to fire, with warm orange/yellow tones and strong contrast against darker areas. Smoke and sparks are visible, and the metallic surfaces reflect light realistically. There are no major distortions or abrupt frame-to-frame changes, though some minor artifacts persist. The sequence maintains coherence across frames, yielding a mid-range visual quality assessment.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a low-angle industrial setting, visible flames, and a smoky environment with reflective surfaces. However, certain nuanced details such as precise melting dynamics of the crates and the exact progression of the upward tilt are not fully realized, resulting in a solid but not perfect match to the textual description.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). Fire behavior, smoke dynamics, and lighting interactions appear plausible within an industrial context. Some aspects of material deformation and the timing of events are not fully demonstrated, leaving room for improvement in realism while maintaining overall plausibility.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.03125,
+                    "TA": 3.375,
+                    "MQ": 3.171875,
+                    "Overall": 9.5625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a gritty, industrial scene with a low-angle shot showing an inferno on a stainless-steel meatpacking floor, with flames engulfing a stack of industrial plastic crates that warp and melt into black, gooey sludge. It mentions a chaotic shower of fiery sparks, cold reflective metal walls and damp concrete floor, a slow deliberate upward tilt as the camera abandons the encroaching inferno, thick black smoke billowing and expanding to engulf hanging meat hooks and metal fixtures, and flames gradually suffocating as the space fills with smoke and darkness.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution with some grain and occasional compression artifacts, but the scene remains legible. Lighting is dramatic due to fire, with warm orange/yellow tones and strong contrast against darker areas. Smoke and sparks are visible, and the metallic surfaces reflect light realistically. There are no major distortions or abrupt frame-to-frame changes, though some minor artifacts persist. The sequence maintains coherence across frames, yielding a mid-range visual quality assessment.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a low-angle industrial setting, visible flames, and a smoky environment with reflective surfaces. However, certain nuanced details such as precise melting dynamics of the crates and the exact progression of the upward tilt are not fully realized, resulting in a solid but not perfect match to the textual description.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). Fire behavior, smoke dynamics, and lighting interactions appear plausible within an industrial context. Some aspects of material deformation and the timing of events are not fully demonstrated, leaving room for improvement in realism while maintaining overall plausibility.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_2/index_tensor([4801, 4801])_group_2_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_2/index_tensor([4801, 4801])_group_2_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..c5f0239da567358cd705e3583b79d1b5793e0c1e
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_2/index_tensor([4801, 4801])_group_2_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "surreal macro shot, with the camera positioned at eye level, slowly and almost imperceptibly moves upward, following a tiny snail's deliberate journey across a vast, vibrant green leaf. The leaf's surface is adorned with dozens of glistening, spherical dewdrops that cling to its velvety texture, each acting like a tiny lens, magnifying the intricate network of veins beneath. The snail itself is rendered in lifelike detail: its soft, translucent, creamy-beige body glides forward while its delicate, retractable eyestalks gently probe the air. Its shell, a perfect spiral, shimmers with a captivating iridescence, catching the light and revealing subtle variations of mother-of-pearl, soft pink, and pale blue on its smooth, moist surface. The snail moves at a steady and delicate pace, its muscular feet creating a noticeable rippling motion as it navigates the dewy terrain, leaving a faint, shimmering trail in its wake. The entire scene is bathed in the soft, warm, cinematic light that characterizes the golden hour. Light filters through the invisible treetops, causing dewdrops to shimmer and casting soft, gently edged shadows. The shallow depth of field blurs the background into a dreamy bokeh of greens and earthy browns, creating a serene and wondrous atmosphere that focuses all attention on this miniature, awe-inspiring natural wonder.",
+        "seed": 24882,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_2/index_4801_seed_24882_dp_4_rank_8_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.703125,
+        "video_score2_ta": 2.875,
+        "video_score2_mq": 3.40625,
+        "video_score2_overall": 10.0,
+        "avg": 9.984375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "surreal macro shot, with the camera positioned at eye level, slowly and almost imperceptibly moves upward, following a tiny snail's deliberate journey across a vast, vibrant green leaf. The leaf's surface is adorned with dozens of glistening, spherical dewdrops that cling to its velvety texture, each acting like a tiny lens, magnifying the intricate network of veins beneath. The snail itself is rendered in lifelike detail: its soft, translucent, creamy-beige body glides forward while its delicate, retractable eyestalks gently probe the air. Its shell, a perfect spiral, shimmers with a captivating iridescence, catching the light and revealing subtle variations of mother-of-pearl, soft pink, and pale blue on its smooth, moist surface. The snail moves at a steady and delicate pace, its muscular feet creating a noticeable rippling motion as it navigates the dewy terrain, leaving a faint, shimmering trail in its wake. The entire scene is bathed in the soft, warm, cinematic light that characterizes the golden hour. Light filters through the invisible treetops, causing dewdrops to shimmer and casting soft, gently edged shadows. The shallow depth of field blurs the background into a dreamy bokeh of greens and earthy browns, creating a serene and wondrous atmosphere that focuses all attention on this miniature, awe-inspiring natural wonder.",
+                "token_credit_reward": 10.0,
+                "selected_reward": 10.0,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a surreal macro shot with a camera positioned at eye level, moving upward to follow a tiny snail across a vast, vibrant green leaf. The leaf features glistening dewdrops, and the snail is rendered with lifelike detail, moving at a steady pace across the dewy terrain under warm golden-hour lighting and shallow depth of field.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent sharpness and color, but there are occasional minor artifacts and slight inconsistencies in rendering across frames. The depth of field and lighting are generally convincing, yet some frames exhibit mild blur or uneven exposure that prevent a higher rating. The sequence remains coherent and aesthetically pleasing, but not flawless.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents a macro perspective, a snail on a green leaf, visible dewdrops, and warm lighting consistent with the description. The upward camera movement is suggested but not always clearly demonstrated; nevertheless, the major elements align well with the prompt, yielding high fidelity to the intended scene.\n\nPhysical/Common-sense Consistency Assessment:\nPhysical realism is moderate (score 3). The snail’s anatomy and its interaction with the leaf are plausible, and dewdrops reflect light realistically. However, there are minor inconsistencies in scale cues and environmental interactions that prevent a higher score. Overall, the scene maintains believable micro-world dynamics without obvious violations of common sense.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.703125,
+                    "TA": 2.875,
+                    "MQ": 3.40625,
+                    "Overall": 10.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a surreal macro shot with a camera positioned at eye level, moving upward to follow a tiny snail across a vast, vibrant green leaf. The leaf features glistening dewdrops, and the snail is rendered with lifelike detail, moving at a steady pace across the dewy terrain under warm golden-hour lighting and shallow depth of field.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent sharpness and color, but there are occasional minor artifacts and slight inconsistencies in rendering across frames. The depth of field and lighting are generally convincing, yet some frames exhibit mild blur or uneven exposure that prevent a higher rating. The sequence remains coherent and aesthetically pleasing, but not flawless.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents a macro perspective, a snail on a green leaf, visible dewdrops, and warm lighting consistent with the description. The upward camera movement is suggested but not always clearly demonstrated; nevertheless, the major elements align well with the prompt, yielding high fidelity to the intended scene.\n\nPhysical/Common-sense Consistency Assessment:\nPhysical realism is moderate (score 3). The snail’s anatomy and its interaction with the leaf are plausible, and dewdrops reflect light realistically. However, there are minor inconsistencies in scale cues and environmental interactions that prevent a higher score. Overall, the scene maintains believable micro-world dynamics without obvious violations of common sense.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "surreal macro shot, with the camera positioned at eye level, slowly and almost imperceptibly moves upward, following a tiny snail's deliberate journey across a vast, vibrant green leaf. The leaf's surface is adorned with dozens of glistening, spherical dewdrops that cling to its velvety texture, each acting like a tiny lens, magnifying the intricate network of veins beneath. The snail itself is rendered in lifelike detail: its soft, translucent, creamy-beige body glides forward while its delicate, retractable eyestalks gently probe the air. Its shell, a perfect spiral, shimmers with a captivating iridescence, catching the light and revealing subtle variations of mother-of-pearl, soft pink, and pale blue on its smooth, moist surface. The snail moves at a steady and delicate pace, its muscular feet creating a noticeable rippling motion as it navigates the dewy terrain, leaving a faint, shimmering trail in its wake. The entire scene is bathed in the soft, warm, cinematic light that characterizes the golden hour. Light filters through the invisible treetops, causing dewdrops to shimmer and casting soft, gently edged shadows. The shallow depth of field blurs the background into a dreamy bokeh of greens and earthy browns, creating a serene and wondrous atmosphere that focuses all attention on this miniature, awe-inspiring natural wonder.",
+        "seed": 24883,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_2/index_4801_seed_24883_dp_4_rank_8_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.84375,
+        "video_score2_ta": 2.953125,
+        "video_score2_mq": 3.515625,
+        "video_score2_overall": 10.3125,
+        "avg": 10.3125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "surreal macro shot, with the camera positioned at eye level, slowly and almost imperceptibly moves upward, following a tiny snail's deliberate journey across a vast, vibrant green leaf. The leaf's surface is adorned with dozens of glistening, spherical dewdrops that cling to its velvety texture, each acting like a tiny lens, magnifying the intricate network of veins beneath. The snail itself is rendered in lifelike detail: its soft, translucent, creamy-beige body glides forward while its delicate, retractable eyestalks gently probe the air. Its shell, a perfect spiral, shimmers with a captivating iridescence, catching the light and revealing subtle variations of mother-of-pearl, soft pink, and pale blue on its smooth, moist surface. The snail moves at a steady and delicate pace, its muscular feet creating a noticeable rippling motion as it navigates the dewy terrain, leaving a faint, shimmering trail in its wake. The entire scene is bathed in the soft, warm, cinematic light that characterizes the golden hour. Light filters through the invisible treetops, causing dewdrops to shimmer and casting soft, gently edged shadows. The shallow depth of field blurs the background into a dreamy bokeh of greens and earthy browns, creating a serene and wondrous atmosphere that focuses all attention on this miniature, awe-inspiring natural wonder.",
+                "token_credit_reward": 10.3125,
+                "selected_reward": 10.3125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a surreal macro shot with a camera positioned at eye level, moving upward to follow a tiny snail across a vast, vibrant green leaf. The leaf features numerous glistening dewdrops, and the snail is rendered with lifelike detail, moving at a steady pace while leaving a shimmering trail. The scene is bathed in warm, golden-hour lighting with shallow depth of field and a dreamy bokeh background.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent sharpness and color, but there are occasional minor artifacts and slight inconsistencies in rendering across frames. The depth of field and lighting are generally convincing, yet some frames exhibit mild blur or uneven exposure, preventing a higher rating. The sequence remains coherent and aesthetically pleasing, but not flawless.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the macro perspective, the upward camera movement, and the snail-on-leaf scenario with visible dewdrops and warm lighting. However, certain aspects—such as the exact speed of the snail, the precise micro-dynamics of movement, and the subtle environmental interactions—are not perfectly matched, leaving room for minor deviations from the prompt.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene presents plausible snail anatomy and environmental interaction, with believable lighting and surface dynamics. Some micro-physics details (e.g., exact foot motion, droplet behavior) are simplified, resulting in a generally credible but not fully rigorous depiction.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.84375,
+                    "TA": 2.953125,
+                    "MQ": 3.515625,
+                    "Overall": 10.3125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a surreal macro shot with a camera positioned at eye level, moving upward to follow a tiny snail across a vast, vibrant green leaf. The leaf features numerous glistening dewdrops, and the snail is rendered with lifelike detail, moving at a steady pace while leaving a shimmering trail. The scene is bathed in warm, golden-hour lighting with shallow depth of field and a dreamy bokeh background.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent sharpness and color, but there are occasional minor artifacts and slight inconsistencies in rendering across frames. The depth of field and lighting are generally convincing, yet some frames exhibit mild blur or uneven exposure, preventing a higher rating. The sequence remains coherent and aesthetically pleasing, but not flawless.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the macro perspective, the upward camera movement, and the snail-on-leaf scenario with visible dewdrops and warm lighting. However, certain aspects—such as the exact speed of the snail, the precise micro-dynamics of movement, and the subtle environmental interactions—are not perfectly matched, leaving room for minor deviations from the prompt.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene presents plausible snail anatomy and environmental interaction, with believable lighting and surface dynamics. Some micro-physics details (e.g., exact foot motion, droplet behavior) are simplified, resulting in a generally credible but not fully rigorous depiction.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "surreal macro shot, with the camera positioned at eye level, slowly and almost imperceptibly moves upward, following a tiny snail's deliberate journey across a vast, vibrant green leaf. The leaf's surface is adorned with dozens of glistening, spherical dewdrops that cling to its velvety texture, each acting like a tiny lens, magnifying the intricate network of veins beneath. The snail itself is rendered in lifelike detail: its soft, translucent, creamy-beige body glides forward while its delicate, retractable eyestalks gently probe the air. Its shell, a perfect spiral, shimmers with a captivating iridescence, catching the light and revealing subtle variations of mother-of-pearl, soft pink, and pale blue on its smooth, moist surface. The snail moves at a steady and delicate pace, its muscular feet creating a noticeable rippling motion as it navigates the dewy terrain, leaving a faint, shimmering trail in its wake. The entire scene is bathed in the soft, warm, cinematic light that characterizes the golden hour. Light filters through the invisible treetops, causing dewdrops to shimmer and casting soft, gently edged shadows. The shallow depth of field blurs the background into a dreamy bokeh of greens and earthy browns, creating a serene and wondrous atmosphere that focuses all attention on this miniature, awe-inspiring natural wonder.",
+        "seed": 24884,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_2/index_4801_seed_24884_dp_5_rank_10_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.71875,
+        "video_score2_ta": 3.140625,
+        "video_score2_mq": 3.96875,
+        "video_score2_overall": 10.875,
+        "avg": 10.828125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "surreal macro shot, with the camera positioned at eye level, slowly and almost imperceptibly moves upward, following a tiny snail's deliberate journey across a vast, vibrant green leaf. The leaf's surface is adorned with dozens of glistening, spherical dewdrops that cling to its velvety texture, each acting like a tiny lens, magnifying the intricate network of veins beneath. The snail itself is rendered in lifelike detail: its soft, translucent, creamy-beige body glides forward while its delicate, retractable eyestalks gently probe the air. Its shell, a perfect spiral, shimmers with a captivating iridescence, catching the light and revealing subtle variations of mother-of-pearl, soft pink, and pale blue on its smooth, moist surface. The snail moves at a steady and delicate pace, its muscular feet creating a noticeable rippling motion as it navigates the dewy terrain, leaving a faint, shimmering trail in its wake. The entire scene is bathed in the soft, warm, cinematic light that characterizes the golden hour. Light filters through the invisible treetops, causing dewdrops to shimmer and casting soft, gently edged shadows. The shallow depth of field blurs the background into a dreamy bokeh of greens and earthy browns, creating a serene and wondrous atmosphere that focuses all attention on this miniature, awe-inspiring natural wonder.",
+                "token_credit_reward": 10.875,
+                "selected_reward": 10.875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a surreal macro shot with a camera positioned at eye level, moving upward to follow a tiny snail across a vast, vibrant green leaf. The leaf features glistening dewdrops, and the snail is rendered with lifelike detail, moving at a steady pace across the dewy terrain under warm golden-hour lighting.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid but not exceptional. The macro rendering is convincing, with clear detail on the snail and leaf, and the lighting yields a pleasant, warm tone. Depth of field is used effectively, keeping the subject sharp while the background remains softly blurred. There are no obvious artifacts or distortions, and color rendition is generally accurate. However, the overall polish is moderate rather than outstanding, which aligns with a Visual Quality score of 4.\n\nText-to-Video Alignment Assessment:\nThe video captures several key elements of the prompt, including a macro perspective, eye-level framing, and visible dewdrops. Yet some aspects are only partially realized: the upward camera movement is not clearly demonstrated across the sequence, and certain descriptive details (such as a truly vast leaf or an explicit, continuous tracking shot) are not fully conveyed. Overall alignment is acceptable but not strong, corresponding to a Text-to-Video Alignment score of 3.\n\nPhysical/Common-sense Consistency:\nThe scene adheres to plausible biological and environmental cues: the snail’s anatomy, its interaction with moisture, and the lighting-driven highlights on the shell are coherent with real-world expectations. No major inconsistencies are evident, though minor stylizations may be present due to artistic framing. This supports a Physical/Common-sense Consistency score of 4.\n\nGround-truth scores: Visual Quality 4; Text-to-Video Alignment 3; Physical/Common-sense Consistency 4.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 4\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 4
+                },
+                "soft_scores": {
+                    "VQ": 3.71875,
+                    "TA": 3.140625,
+                    "MQ": 3.96875,
+                    "Overall": 10.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a surreal macro shot with a camera positioned at eye level, moving upward to follow a tiny snail across a vast, vibrant green leaf. The leaf features glistening dewdrops, and the snail is rendered with lifelike detail, moving at a steady pace across the dewy terrain under warm golden-hour lighting.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid but not exceptional. The macro rendering is convincing, with clear detail on the snail and leaf, and the lighting yields a pleasant, warm tone. Depth of field is used effectively, keeping the subject sharp while the background remains softly blurred. There are no obvious artifacts or distortions, and color rendition is generally accurate. However, the overall polish is moderate rather than outstanding, which aligns with a Visual Quality score of 4.\n\nText-to-Video Alignment Assessment:\nThe video captures several key elements of the prompt, including a macro perspective, eye-level framing, and visible dewdrops. Yet some aspects are only partially realized: the upward camera movement is not clearly demonstrated across the sequence, and certain descriptive details (such as a truly vast leaf or an explicit, continuous tracking shot) are not fully conveyed. Overall alignment is acceptable but not strong, corresponding to a Text-to-Video Alignment score of 3.\n\nPhysical/Common-sense Consistency:\nThe scene adheres to plausible biological and environmental cues: the snail’s anatomy, its interaction with moisture, and the lighting-driven highlights on the shell are coherent with real-world expectations. No major inconsistencies are evident, though minor stylizations may be present due to artistic framing. This supports a Physical/Common-sense Consistency score of 4.\n\nGround-truth scores: Visual Quality 4; Text-to-Video Alignment 3; Physical/Common-sense Consistency 4.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 4"
+        ]
+    },
+    {
+        "prompt": "surreal macro shot, with the camera positioned at eye level, slowly and almost imperceptibly moves upward, following a tiny snail's deliberate journey across a vast, vibrant green leaf. The leaf's surface is adorned with dozens of glistening, spherical dewdrops that cling to its velvety texture, each acting like a tiny lens, magnifying the intricate network of veins beneath. The snail itself is rendered in lifelike detail: its soft, translucent, creamy-beige body glides forward while its delicate, retractable eyestalks gently probe the air. Its shell, a perfect spiral, shimmers with a captivating iridescence, catching the light and revealing subtle variations of mother-of-pearl, soft pink, and pale blue on its smooth, moist surface. The snail moves at a steady and delicate pace, its muscular feet creating a noticeable rippling motion as it navigates the dewy terrain, leaving a faint, shimmering trail in its wake. The entire scene is bathed in the soft, warm, cinematic light that characterizes the golden hour. Light filters through the invisible treetops, causing dewdrops to shimmer and casting soft, gently edged shadows. The shallow depth of field blurs the background into a dreamy bokeh of greens and earthy browns, creating a serene and wondrous atmosphere that focuses all attention on this miniature, awe-inspiring natural wonder.",
+        "seed": 24885,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_2/index_4801_seed_24885_dp_5_rank_10_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.5,
+        "video_score2_ta": 3.015625,
+        "video_score2_mq": 3.28125,
+        "video_score2_overall": 9.75,
+        "avg": 9.796875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "surreal macro shot, with the camera positioned at eye level, slowly and almost imperceptibly moves upward, following a tiny snail's deliberate journey across a vast, vibrant green leaf. The leaf's surface is adorned with dozens of glistening, spherical dewdrops that cling to its velvety texture, each acting like a tiny lens, magnifying the intricate network of veins beneath. The snail itself is rendered in lifelike detail: its soft, translucent, creamy-beige body glides forward while its delicate, retractable eyestalks gently probe the air. Its shell, a perfect spiral, shimmers with a captivating iridescence, catching the light and revealing subtle variations of mother-of-pearl, soft pink, and pale blue on its smooth, moist surface. The snail moves at a steady and delicate pace, its muscular feet creating a noticeable rippling motion as it navigates the dewy terrain, leaving a faint, shimmering trail in its wake. The entire scene is bathed in the soft, warm, cinematic light that characterizes the golden hour. Light filters through the invisible treetops, causing dewdrops to shimmer and casting soft, gently edged shadows. The shallow depth of field blurs the background into a dreamy bokeh of greens and earthy browns, creating a serene and wondrous atmosphere that focuses all attention on this miniature, awe-inspiring natural wonder.",
+                "token_credit_reward": 9.75,
+                "selected_reward": 9.75,
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+                    32
+                ],
+                "top_frames": [
+                    1,
+                    0,
+                    2
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a surreal macro shot with an eye-level camera that gradually moves upward, following a tiny snail across a vast, vibrant green leaf. The leaf features numerous glistening dewdrops, and the snail is depicted with detailed anatomy and movement. The scene is intended to be bathed in warm, golden-hour lighting with shallow depth of field and a serene, wondrous atmosphere.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent sharpness and color, but there are occasional minor artifacts and slight inconsistencies in rendering across frames. The depth of field and lighting are generally convincing, yet some frames exhibit mild blur or uneven exposure, preventing a higher rating. The sequence remains coherent and the macro perspective is well maintained, though not flawless.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the macro viewpoint, the upward camera motion, and the presence of a snail on a green leaf with visible dewdrops. The lighting and color palette align with the described golden-hour mood, and the scene conveys a dreamy, wondrous atmosphere. A few minor deviations exist in fine-grained details such as exact timing of the upward movement or micro-texture nuances, but these do not significantly detract from the overall alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene presents plausible macro-scale behavior and environmental interactions, with believable lighting and surface dynamics. However, there are small inconsistencies in scale cues or motion continuity across frames that prevent a higher score. Overall, the depiction remains credible and coherent.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.5,
+                    "TA": 3.015625,
+                    "MQ": 3.28125,
+                    "Overall": 9.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a surreal macro shot with an eye-level camera that gradually moves upward, following a tiny snail across a vast, vibrant green leaf. The leaf features numerous glistening dewdrops, and the snail is depicted with detailed anatomy and movement. The scene is intended to be bathed in warm, golden-hour lighting with shallow depth of field and a serene, wondrous atmosphere.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent sharpness and color, but there are occasional minor artifacts and slight inconsistencies in rendering across frames. The depth of field and lighting are generally convincing, yet some frames exhibit mild blur or uneven exposure, preventing a higher rating. The sequence remains coherent and the macro perspective is well maintained, though not flawless.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the macro viewpoint, the upward camera motion, and the presence of a snail on a green leaf with visible dewdrops. The lighting and color palette align with the described golden-hour mood, and the scene conveys a dreamy, wondrous atmosphere. A few minor deviations exist in fine-grained details such as exact timing of the upward movement or micro-texture nuances, but these do not significantly detract from the overall alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene presents plausible macro-scale behavior and environmental interactions, with believable lighting and surface dynamics. However, there are small inconsistencies in scale cues or motion continuity across frames that prevent a higher score. Overall, the depiction remains credible and coherent.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_5/index_tensor([6211, 6211])_group_5_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_5/index_tensor([6211, 6211])_group_5_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..631c54452f5c65fd3bd5d2ce1e19896620282222
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_5/index_tensor([6211, 6211])_group_5_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "slow, low-angle, upward-moving shot draws the viewer into the scorching heart of an industrial furnace. In the very center of the frame, a massive mass of scrap metal, a tangle of twisted beams, rusted iron plates, and broken pipes, is slowly consumed by a searing flame. The orange-red flames swirl and roar like a living beast, fiercely licking every corner of the metal. Under the intense heat, the sharp edges of the metal have softened and glowed a cherry-red, some areas even reaching a dazzling white-hot state, ultimately transforming into a viscous, golden liquid metal that steadily and calmly falls drop by drop into the roiling molten pool below, sparking a shower of sparks. The furnace's refractory brick interior is blackened by years of intense heat, and the air is violently distorted and swirling in the heatwave. The entire scene is illuminated by the flames themselves as the only light source. The strong contrast between light and dark casts deep, dancing shadows on the rough surface of the metal. The picture is dominated by fiery orange and deep red, creating a focused atmosphere that is both violent and spectacular, full of raw industrial power.",
+        "seed": 26780,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_5/index_6211_seed_26780_dp_10_rank_20_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.21875,
+        "video_score2_ta": 3.390625,
+        "video_score2_mq": 3.640625,
+        "video_score2_overall": 10.25,
+        "avg": 10.25,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "slow, low-angle, upward-moving shot draws the viewer into the scorching heart of an industrial furnace. In the very center of the frame, a massive mass of scrap metal, a tangle of twisted beams, rusted iron plates, and broken pipes, is slowly consumed by a searing flame. The orange-red flames swirl and roar like a living beast, fiercely licking every corner of the metal. Under the intense heat, the sharp edges of the metal have softened and glowed a cherry-red, some areas even reaching a dazzling white-hot state, ultimately transforming into a viscous, golden liquid metal that steadily and calmly falls drop by drop into the roiling molten pool below, sparking a shower of sparks. The furnace's refractory brick interior is blackened by years of intense heat, and the air is violently distorted and swirling in the heatwave. The entire scene is illuminated by the flames themselves as the only light source. The strong contrast between light and dark casts deep, dancing shadows on the rough surface of the metal. The picture is dominated by fiery orange and deep red, creating a focused atmosphere that is both violent and spectacular, full of raw industrial power.",
+                "token_credit_reward": 10.25,
+                "selected_reward": 10.25,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a slow, low-angle, upward-moving shot drawing the viewer into the scorching heart of an industrial furnace. It envisions a massive mass of scrap metal, a tangle of twisted beams, rusted iron plates, and broken pipes, slowly consumed by a searing flame. The flames should be orange-red, swirling and roaring like a living beast, with sharp edges softening and glowing cherry-red, culminating in a viscous, golden liquid metal that falls into a roiling molten pool, with sparks, a blackened refractory brick interior, and a heat-distorted, swirling air all illuminated by the flames as the sole light source, creating a focused atmosphere of raw industrial power.\n\nVisual Quality Assessment:\nOverall, the visuals are solid but not flawless. The resolution is adequate and the flames are clearly rendered with convincing color gradients from bright orange to red. The lighting and contrast support the dramatic mood, and the brick interior texture reads well. There are no major artifacts or distortions, and motion appears smooth across the sequence. However, there are occasional minor imperfections (e.g., slight noise in darker regions, subtle bloom around intense flames, or rare texture softness) that prevent a perfect top-tier score. In sum, visual quality is good and coherent, but not at the absolute peak.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt—industrial setting, flames, and a sense of scale. However, certain aspects are underrepresented or ambiguous: the specific arrangement of twisted beams and rusted plates is not clearly depicted, and the dynamic progression toward a molten pool and dramatic liquid-metal transformation is not convincingly realized. The upward camera movement is present but not strongly emphasized, and the overall alignment remains moderate rather than strong. Overall, alignment is acceptable but not fully faithful to the detailed prompt.\n\nPhysical/Common-sense Consistency:\nThe scene generally adheres to plausible physical behavior: flames interact with metal surfaces, lighting and shadows align with the fire source, and structural elements appear coherent within the environment. There are no glaring violations of basic physics. Some minor inconsistencies exist, such as the absence of a clearly visible molten stream and limited depiction of heat-induced deformation, which slightly temper realism. Overall, physical consistency is credible but not exceptional.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.21875,
+                    "TA": 3.390625,
+                    "MQ": 3.640625,
+                    "Overall": 10.25
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a slow, low-angle, upward-moving shot drawing the viewer into the scorching heart of an industrial furnace. It envisions a massive mass of scrap metal, a tangle of twisted beams, rusted iron plates, and broken pipes, slowly consumed by a searing flame. The flames should be orange-red, swirling and roaring like a living beast, with sharp edges softening and glowing cherry-red, culminating in a viscous, golden liquid metal that falls into a roiling molten pool, with sparks, a blackened refractory brick interior, and a heat-distorted, swirling air all illuminated by the flames as the sole light source, creating a focused atmosphere of raw industrial power.\n\nVisual Quality Assessment:\nOverall, the visuals are solid but not flawless. The resolution is adequate and the flames are clearly rendered with convincing color gradients from bright orange to red. The lighting and contrast support the dramatic mood, and the brick interior texture reads well. There are no major artifacts or distortions, and motion appears smooth across the sequence. However, there are occasional minor imperfections (e.g., slight noise in darker regions, subtle bloom around intense flames, or rare texture softness) that prevent a perfect top-tier score. In sum, visual quality is good and coherent, but not at the absolute peak.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt—industrial setting, flames, and a sense of scale. However, certain aspects are underrepresented or ambiguous: the specific arrangement of twisted beams and rusted plates is not clearly depicted, and the dynamic progression toward a molten pool and dramatic liquid-metal transformation is not convincingly realized. The upward camera movement is present but not strongly emphasized, and the overall alignment remains moderate rather than strong. Overall, alignment is acceptable but not fully faithful to the detailed prompt.\n\nPhysical/Common-sense Consistency:\nThe scene generally adheres to plausible physical behavior: flames interact with metal surfaces, lighting and shadows align with the fire source, and structural elements appear coherent within the environment. There are no glaring violations of basic physics. Some minor inconsistencies exist, such as the absence of a clearly visible molten stream and limited depiction of heat-induced deformation, which slightly temper realism. Overall, physical consistency is credible but not exceptional.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "slow, low-angle, upward-moving shot draws the viewer into the scorching heart of an industrial furnace. In the very center of the frame, a massive mass of scrap metal, a tangle of twisted beams, rusted iron plates, and broken pipes, is slowly consumed by a searing flame. The orange-red flames swirl and roar like a living beast, fiercely licking every corner of the metal. Under the intense heat, the sharp edges of the metal have softened and glowed a cherry-red, some areas even reaching a dazzling white-hot state, ultimately transforming into a viscous, golden liquid metal that steadily and calmly falls drop by drop into the roiling molten pool below, sparking a shower of sparks. The furnace's refractory brick interior is blackened by years of intense heat, and the air is violently distorted and swirling in the heatwave. The entire scene is illuminated by the flames themselves as the only light source. The strong contrast between light and dark casts deep, dancing shadows on the rough surface of the metal. The picture is dominated by fiery orange and deep red, creating a focused atmosphere that is both violent and spectacular, full of raw industrial power.",
+        "seed": 26781,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_5/index_6211_seed_26781_dp_10_rank_20_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.921875,
+        "video_score2_ta": 2.0,
+        "video_score2_mq": 3.046875,
+        "video_score2_overall": 8.0,
+        "avg": 7.96875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "slow, low-angle, upward-moving shot draws the viewer into the scorching heart of an industrial furnace. In the very center of the frame, a massive mass of scrap metal, a tangle of twisted beams, rusted iron plates, and broken pipes, is slowly consumed by a searing flame. The orange-red flames swirl and roar like a living beast, fiercely licking every corner of the metal. Under the intense heat, the sharp edges of the metal have softened and glowed a cherry-red, some areas even reaching a dazzling white-hot state, ultimately transforming into a viscous, golden liquid metal that steadily and calmly falls drop by drop into the roiling molten pool below, sparking a shower of sparks. The furnace's refractory brick interior is blackened by years of intense heat, and the air is violently distorted and swirling in the heatwave. The entire scene is illuminated by the flames themselves as the only light source. The strong contrast between light and dark casts deep, dancing shadows on the rough surface of the metal. The picture is dominated by fiery orange and deep red, creating a focused atmosphere that is both violent and spectacular, full of raw industrial power.",
+                "token_credit_reward": 8.0,
+                "selected_reward": 8.0,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a slow, low-angle, upward-moving shot drawing the viewer into the scorching heart of an industrial furnace. It envisions a massive mass of scrap metal, a tangle of twisted beams, rusted iron plates, and broken pipes, slowly consumed by a searing flame. The flames should be orange-red, swirling and roaring like a living beast, with edges softening and glowing cherry-red, culminating in a viscous, golden liquid metal that falls into a roiling molten pool, with sparks, a blackened refractory brick interior, and a heat-distorted, swirling atmosphere illuminated by the flames.\n\nVisual Quality Assessment:\nAcross the frames, the visuals show a moderate level of quality. The resolution is adequate but not high, with some grain or compression artifacts present. The flames are visible and have a believable orange-red glow, though fine details are not always crisp. The contrast between bright flames and darker surroundings is present, and lighting remains consistent across shots. There are no obvious distortions or major artifacts, and transitions appear smooth. Overall, the visual quality is acceptable but not exceptional, aligning with a mid-range score.\n\nText-to-Video Alignment Assessment:\nThe video captures several elements of the prompt, including a low-angle viewpoint and a central flame focus. However, key aspects are underrepresented: there is no clearly identifiable massive mass of scrap metal or a tangle of twisted beams; the scene reads more as a generic industrial setting rather than the specific metal configurations described. The flames and lighting align with parts of the prompt, but the overall depiction does not fully realize the detailed scenario. The alignment is moderate, reflecting partial fulfillment of the prompt.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical behavior: flames rise and move in a manner consistent with combustion, lighting interacts with surfaces in a believable way, and the general dynamics feel coherent. Some specifics—such as exact metal shapes or the precise sequence of melting—are not fully realized, but the core physical relationships (heat, light, motion) remain credible. Overall, physical consistency is solid but not perfect, corresponding to a mid-level score.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.921875,
+                    "TA": 2.0,
+                    "MQ": 3.046875,
+                    "Overall": 8.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a slow, low-angle, upward-moving shot drawing the viewer into the scorching heart of an industrial furnace. It envisions a massive mass of scrap metal, a tangle of twisted beams, rusted iron plates, and broken pipes, slowly consumed by a searing flame. The flames should be orange-red, swirling and roaring like a living beast, with edges softening and glowing cherry-red, culminating in a viscous, golden liquid metal that falls into a roiling molten pool, with sparks, a blackened refractory brick interior, and a heat-distorted, swirling atmosphere illuminated by the flames.\n\nVisual Quality Assessment:\nAcross the frames, the visuals show a moderate level of quality. The resolution is adequate but not high, with some grain or compression artifacts present. The flames are visible and have a believable orange-red glow, though fine details are not always crisp. The contrast between bright flames and darker surroundings is present, and lighting remains consistent across shots. There are no obvious distortions or major artifacts, and transitions appear smooth. Overall, the visual quality is acceptable but not exceptional, aligning with a mid-range score.\n\nText-to-Video Alignment Assessment:\nThe video captures several elements of the prompt, including a low-angle viewpoint and a central flame focus. However, key aspects are underrepresented: there is no clearly identifiable massive mass of scrap metal or a tangle of twisted beams; the scene reads more as a generic industrial setting rather than the specific metal configurations described. The flames and lighting align with parts of the prompt, but the overall depiction does not fully realize the detailed scenario. The alignment is moderate, reflecting partial fulfillment of the prompt.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical behavior: flames rise and move in a manner consistent with combustion, lighting interacts with surfaces in a believable way, and the general dynamics feel coherent. Some specifics—such as exact metal shapes or the precise sequence of melting—are not fully realized, but the core physical relationships (heat, light, motion) remain credible. Overall, physical consistency is solid but not perfect, corresponding to a mid-level score.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "slow, low-angle, upward-moving shot draws the viewer into the scorching heart of an industrial furnace. In the very center of the frame, a massive mass of scrap metal, a tangle of twisted beams, rusted iron plates, and broken pipes, is slowly consumed by a searing flame. The orange-red flames swirl and roar like a living beast, fiercely licking every corner of the metal. Under the intense heat, the sharp edges of the metal have softened and glowed a cherry-red, some areas even reaching a dazzling white-hot state, ultimately transforming into a viscous, golden liquid metal that steadily and calmly falls drop by drop into the roiling molten pool below, sparking a shower of sparks. The furnace's refractory brick interior is blackened by years of intense heat, and the air is violently distorted and swirling in the heatwave. The entire scene is illuminated by the flames themselves as the only light source. The strong contrast between light and dark casts deep, dancing shadows on the rough surface of the metal. The picture is dominated by fiery orange and deep red, creating a focused atmosphere that is both violent and spectacular, full of raw industrial power.",
+        "seed": 26782,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_5/index_6211_seed_26782_dp_11_rank_22_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.109375,
+        "video_score2_ta": 2.53125,
+        "video_score2_mq": 3.078125,
+        "video_score2_overall": 8.6875,
+        "avg": 8.71875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "slow, low-angle, upward-moving shot draws the viewer into the scorching heart of an industrial furnace. In the very center of the frame, a massive mass of scrap metal, a tangle of twisted beams, rusted iron plates, and broken pipes, is slowly consumed by a searing flame. The orange-red flames swirl and roar like a living beast, fiercely licking every corner of the metal. Under the intense heat, the sharp edges of the metal have softened and glowed a cherry-red, some areas even reaching a dazzling white-hot state, ultimately transforming into a viscous, golden liquid metal that steadily and calmly falls drop by drop into the roiling molten pool below, sparking a shower of sparks. The furnace's refractory brick interior is blackened by years of intense heat, and the air is violently distorted and swirling in the heatwave. The entire scene is illuminated by the flames themselves as the only light source. The strong contrast between light and dark casts deep, dancing shadows on the rough surface of the metal. The picture is dominated by fiery orange and deep red, creating a focused atmosphere that is both violent and spectacular, full of raw industrial power.",
+                "token_credit_reward": 8.6875,
+                "selected_reward": 8.6875,
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a slow, low-angle, upward-moving shot drawing the viewer into the scorching heart of an industrial furnace. It envisions a massive central mass of scrap metal, a tangle of twisted beams, rusted iron plates, and broken pipes, slowly consumed by a searing flame. The flames should be orange-red, swirling and roaring like a living beast, with edges softening and glowing cherry-red, culminating in a viscous, golden liquid metal that falls into a roiling molten pool, generating sparks and a scene lit entirely by the flames with deep shadows and a fiery orange/red palette.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are coherent but not highly detailed. The resolution is adequate, yet fine textures and edge definition are limited by moderate detail. Lighting and color temperature are consistent with a hot-fire environment, producing convincing orange/red tones and strong contrast against darker regions. There are no obvious distortions or artifacts, and motion appears smooth, supporting a believable industrial setting. Overall, the visual quality is moderate rather than exceptional.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt, including a low-angle perspective, visible flames, and a general industrial ambiance with structural metalwork. However, certain specific prompt details are underrepresented: the exact composition of a massive central mass of scrap metal is not clearly depicted, and the sequence does not convincingly show the progressive transformation described (from solid metal to liquid). The alignment is acceptable but not comprehensive, reflecting a mid-level correspondence to the prompt.\n\nPhysical/Common-sense Consistency:\nThe scene adheres to plausible physical behavior: flames interact with metal surfaces, lighting and shadows align with a hot-fire environment, and the overall scale and proportions feel credible. Some nuanced aspects of the material response and heat dynamics are simplified, resulting in a generally plausible but not deeply rigorous depiction. Overall, physical consistency is moderate.\n\nGround-truth scores:\nVisual Quality: 3\nText-to-Video Alignment: 3\nPhysical Consistency: 3\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.109375,
+                    "TA": 2.53125,
+                    "MQ": 3.078125,
+                    "Overall": 8.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a slow, low-angle, upward-moving shot drawing the viewer into the scorching heart of an industrial furnace. It envisions a massive central mass of scrap metal, a tangle of twisted beams, rusted iron plates, and broken pipes, slowly consumed by a searing flame. The flames should be orange-red, swirling and roaring like a living beast, with edges softening and glowing cherry-red, culminating in a viscous, golden liquid metal that falls into a roiling molten pool, generating sparks and a scene lit entirely by the flames with deep shadows and a fiery orange/red palette.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are coherent but not highly detailed. The resolution is adequate, yet fine textures and edge definition are limited by moderate detail. Lighting and color temperature are consistent with a hot-fire environment, producing convincing orange/red tones and strong contrast against darker regions. There are no obvious distortions or artifacts, and motion appears smooth, supporting a believable industrial setting. Overall, the visual quality is moderate rather than exceptional.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt, including a low-angle perspective, visible flames, and a general industrial ambiance with structural metalwork. However, certain specific prompt details are underrepresented: the exact composition of a massive central mass of scrap metal is not clearly depicted, and the sequence does not convincingly show the progressive transformation described (from solid metal to liquid). The alignment is acceptable but not comprehensive, reflecting a mid-level correspondence to the prompt.\n\nPhysical/Common-sense Consistency:\nThe scene adheres to plausible physical behavior: flames interact with metal surfaces, lighting and shadows align with a hot-fire environment, and the overall scale and proportions feel credible. Some nuanced aspects of the material response and heat dynamics are simplified, resulting in a generally plausible but not deeply rigorous depiction. Overall, physical consistency is moderate.\n\nGround-truth scores:\nVisual Quality: 3\nText-to-Video Alignment: 3\nPhysical Consistency: 3\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "slow, low-angle, upward-moving shot draws the viewer into the scorching heart of an industrial furnace. In the very center of the frame, a massive mass of scrap metal, a tangle of twisted beams, rusted iron plates, and broken pipes, is slowly consumed by a searing flame. The orange-red flames swirl and roar like a living beast, fiercely licking every corner of the metal. Under the intense heat, the sharp edges of the metal have softened and glowed a cherry-red, some areas even reaching a dazzling white-hot state, ultimately transforming into a viscous, golden liquid metal that steadily and calmly falls drop by drop into the roiling molten pool below, sparking a shower of sparks. The furnace's refractory brick interior is blackened by years of intense heat, and the air is violently distorted and swirling in the heatwave. The entire scene is illuminated by the flames themselves as the only light source. The strong contrast between light and dark casts deep, dancing shadows on the rough surface of the metal. The picture is dominated by fiery orange and deep red, creating a focused atmosphere that is both violent and spectacular, full of raw industrial power.",
+        "seed": 26783,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_5/index_6211_seed_26783_dp_11_rank_22_sample_3_slot_1.mp4",
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a slow, low-angle, upward-moving shot drawing the viewer into the scorching heart of an industrial furnace. It envisions a massive mass of scrap metal, a tangle of twisted beams, rusted iron plates, and broken pipes, slowly consumed by a searing flame. The flames should be orange-red, swirling and roaring like a living beast, with sharp edges softening and glowing cherry-red, culminating in a viscous, golden liquid metal that falls into a roiling molten pool, generating sparks. The interior should show refractory brick walls blackened by heat, with air violently distorted and swirling in the heatwave, all illuminated by the flames as the sole light source, producing deep dancing shadows on rough metal surfaces and a dominant fiery orange/red palette conveying raw industrial power.\n\nVisual Quality Assessment:\nOverall, the visuals are solid but not flawless. The resolution is adequate and color grading emphasizes orange/red tones, with convincing flame dynamics and visible sparks. Lighting and contrast support the dramatic mood, and the framing remains coherent across the sequence. However, there are occasional minor artifacts or slight softness in some frames, preventing a perfect top-tier score. The result is consistent with a high-quality render, but not pristine.\n\nText-to-Video Alignment Assessment:\nThe video aligns well with the prompt overall. The slow, low-angle upward movement, the central focus on a large mass of metal, and the depiction of orange-red flames, swirling motion, and visible sparks are well captured. The core elements—central composition, industrial setting, and dynamic flame behavior—are present and coherent. Some finer details (e.g., exact texture of refractory bricks or precise motion of molten streams) are less explicit, but the overall alignment remains strong.\n\nPhysical/Common-sense Consistency:\nThe scene adheres to plausible physical behavior: flames interact with metal surfaces, sparks fly, and the environment responds to heat in a believable manner. Lighting, shadows, and material responses are generally consistent with expectations. A few micro-level cues could be refined for tighter realism, but the overall physical consistency is solid.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 4\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 4,
+                    "MQ": 4
+                },
+                "soft_scores": {
+                    "VQ": 3.1875,
+                    "TA": 3.640625,
+                    "MQ": 3.9375,
+                    "Overall": 10.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a slow, low-angle, upward-moving shot drawing the viewer into the scorching heart of an industrial furnace. It envisions a massive mass of scrap metal, a tangle of twisted beams, rusted iron plates, and broken pipes, slowly consumed by a searing flame. The flames should be orange-red, swirling and roaring like a living beast, with sharp edges softening and glowing cherry-red, culminating in a viscous, golden liquid metal that falls into a roiling molten pool, generating sparks. The interior should show refractory brick walls blackened by heat, with air violently distorted and swirling in the heatwave, all illuminated by the flames as the sole light source, producing deep dancing shadows on rough metal surfaces and a dominant fiery orange/red palette conveying raw industrial power.\n\nVisual Quality Assessment:\nOverall, the visuals are solid but not flawless. The resolution is adequate and color grading emphasizes orange/red tones, with convincing flame dynamics and visible sparks. Lighting and contrast support the dramatic mood, and the framing remains coherent across the sequence. However, there are occasional minor artifacts or slight softness in some frames, preventing a perfect top-tier score. The result is consistent with a high-quality render, but not pristine.\n\nText-to-Video Alignment Assessment:\nThe video aligns well with the prompt overall. The slow, low-angle upward movement, the central focus on a large mass of metal, and the depiction of orange-red flames, swirling motion, and visible sparks are well captured. The core elements—central composition, industrial setting, and dynamic flame behavior—are present and coherent. Some finer details (e.g., exact texture of refractory bricks or precise motion of molten streams) are less explicit, but the overall alignment remains strong.\n\nPhysical/Common-sense Consistency:\nThe scene adheres to plausible physical behavior: flames interact with metal surfaces, sparks fly, and the environment responds to heat in a believable manner. Lighting, shadows, and material responses are generally consistent with expectations. A few micro-level cues could be refined for tighter realism, but the overall physical consistency is solid.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 4"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_6/index_tensor([9138, 9138])_group_6_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_6/index_tensor([9138, 9138])_group_6_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..dfc6d1fec03422e9f0e07a4893f74bedb94a4af3
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_6/index_tensor([9138, 9138])_group_6_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "medium shot, at eye level, rendered in the hyper-detailed Makoto Shinkai aesthetic, slowly pans right, tracking a majestic deer gracefully moving through the forest. Composed entirely of crystalline moonlight, its body a complex mesh of luminous translucent facets refracting a cool, silvery-blue light from within. Employing an extremely shallow depth of field, the image sharply focuses on the deer's torso and majestic antlers, while transforming the twilight foliage behind it into a soft, dreamy blur of deep greens, gentle browns, and indigos, punctuated by a shimmering bokeh of the creature's own luminescence. With each deliberate and silent step forward, the deer's body undergoes a beautiful, fractured movement; a network of luminous cracks permeates its crystalline form, before it quietly shatters into a swirling cloud of countless luminous fragments. These points of light linger in the air for a breathtaking moment, illuminating the immediate space before fluidly and instantaneously uniting to reassemble the deer's graceful silhouette as its hooves meet the mossy ground, creating an atmosphere of profound tranquility and fleeting magical beauty.",
+        "seed": 27494,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_6/index_9138_seed_27494_dp_12_rank_24_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.890625,
+        "video_score2_ta": 2.578125,
+        "video_score2_mq": 2.984375,
+        "video_score2_overall": 8.4375,
+        "avg": 8.453125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "medium shot, at eye level, rendered in the hyper-detailed Makoto Shinkai aesthetic, slowly pans right, tracking a majestic deer gracefully moving through the forest. Composed entirely of crystalline moonlight, its body a complex mesh of luminous translucent facets refracting a cool, silvery-blue light from within. Employing an extremely shallow depth of field, the image sharply focuses on the deer's torso and majestic antlers, while transforming the twilight foliage behind it into a soft, dreamy blur of deep greens, gentle browns, and indigos, punctuated by a shimmering bokeh of the creature's own luminescence. With each deliberate and silent step forward, the deer's body undergoes a beautiful, fractured movement; a network of luminous cracks permeates its crystalline form, before it quietly shatters into a swirling cloud of countless luminous fragments. These points of light linger in the air for a breathtaking moment, illuminating the immediate space before fluidly and instantaneously uniting to reassemble the deer's graceful silhouette as its hooves meet the mossy ground, creating an atmosphere of profound tranquility and fleeting magical beauty.",
+                "token_credit_reward": 8.4375,
+                "selected_reward": 8.4375,
+                "frame_importance": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt envisions a medium shot at eye level featuring a majestic deer rendered in a hyper-detailed Makoto Shinkai aesthetic, with a slow rightward pan, moving through a forest composed of crystalline moonlight. The deer's body is described as a complex mesh of luminous translucent facets refracting a cool, silvery-blue light from within. A shallow depth of field is expected, focusing on the deer's torso and antlers while blurring the background foliage. The sequence should show the deer taking deliberate steps with a beautiful, fractured movement as luminous cracks permeate the form, then a gradual disintegration into luminous fragments that drift before reassembling into a new, coherent silhouette.\n\nVisual Quality Analysis:\nAcross the frames, the rendering presents a blue-lit, wireframe-like deer with decent clarity and consistent lighting. The visuals are coherent and readable, but they do not reach high-fidelity detail or the level of polish implied by the prompt. The motion appears limited, with only subtle changes between frames, resulting in a moderate sense of dynamism. Overall, Visual Quality is mid-range (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—eye-level framing, a deer figure, and a blue crystalline aesthetic. However, key aspects are underdeveloped: there is no evident slow rightward pan, the motion is not clearly graceful, and the forest setting is not convincingly realized. The depiction of luminous facets and the intended depth-of-field effect are only partially achieved, and the dramatic transformation described in the prompt is not demonstrated. Overall alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible anatomy and lighting relationships, with no obvious physical contradictions. The luminous elements behave consistently with the depicted light sources, and the overall dynamics remain believable within a stylized fantasy context. Given the absence of the more elaborate transformation, the physical consistency remains solid but not exceptional. Overall, Physical Consistency is mid-range (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.890625,
+                    "TA": 2.578125,
+                    "MQ": 2.984375,
+                    "Overall": 8.4375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt envisions a medium shot at eye level featuring a majestic deer rendered in a hyper-detailed Makoto Shinkai aesthetic, with a slow rightward pan, moving through a forest composed of crystalline moonlight. The deer's body is described as a complex mesh of luminous translucent facets refracting a cool, silvery-blue light from within. A shallow depth of field is expected, focusing on the deer's torso and antlers while blurring the background foliage. The sequence should show the deer taking deliberate steps with a beautiful, fractured movement as luminous cracks permeate the form, then a gradual disintegration into luminous fragments that drift before reassembling into a new, coherent silhouette.\n\nVisual Quality Analysis:\nAcross the frames, the rendering presents a blue-lit, wireframe-like deer with decent clarity and consistent lighting. The visuals are coherent and readable, but they do not reach high-fidelity detail or the level of polish implied by the prompt. The motion appears limited, with only subtle changes between frames, resulting in a moderate sense of dynamism. Overall, Visual Quality is mid-range (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—eye-level framing, a deer figure, and a blue crystalline aesthetic. However, key aspects are underdeveloped: there is no evident slow rightward pan, the motion is not clearly graceful, and the forest setting is not convincingly realized. The depiction of luminous facets and the intended depth-of-field effect are only partially achieved, and the dramatic transformation described in the prompt is not demonstrated. Overall alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible anatomy and lighting relationships, with no obvious physical contradictions. The luminous elements behave consistently with the depicted light sources, and the overall dynamics remain believable within a stylized fantasy context. Given the absence of the more elaborate transformation, the physical consistency remains solid but not exceptional. Overall, Physical Consistency is mid-range (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "medium shot, at eye level, rendered in the hyper-detailed Makoto Shinkai aesthetic, slowly pans right, tracking a majestic deer gracefully moving through the forest. Composed entirely of crystalline moonlight, its body a complex mesh of luminous translucent facets refracting a cool, silvery-blue light from within. Employing an extremely shallow depth of field, the image sharply focuses on the deer's torso and majestic antlers, while transforming the twilight foliage behind it into a soft, dreamy blur of deep greens, gentle browns, and indigos, punctuated by a shimmering bokeh of the creature's own luminescence. With each deliberate and silent step forward, the deer's body undergoes a beautiful, fractured movement; a network of luminous cracks permeates its crystalline form, before it quietly shatters into a swirling cloud of countless luminous fragments. These points of light linger in the air for a breathtaking moment, illuminating the immediate space before fluidly and instantaneously uniting to reassemble the deer's graceful silhouette as its hooves meet the mossy ground, creating an atmosphere of profound tranquility and fleeting magical beauty.",
+        "seed": 27495,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_6/index_9138_seed_27495_dp_12_rank_24_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.9375,
+        "video_score2_ta": 2.703125,
+        "video_score2_mq": 2.9375,
+        "video_score2_overall": 8.5625,
+        "avg": 8.578125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "medium shot, at eye level, rendered in the hyper-detailed Makoto Shinkai aesthetic, slowly pans right, tracking a majestic deer gracefully moving through the forest. Composed entirely of crystalline moonlight, its body a complex mesh of luminous translucent facets refracting a cool, silvery-blue light from within. Employing an extremely shallow depth of field, the image sharply focuses on the deer's torso and majestic antlers, while transforming the twilight foliage behind it into a soft, dreamy blur of deep greens, gentle browns, and indigos, punctuated by a shimmering bokeh of the creature's own luminescence. With each deliberate and silent step forward, the deer's body undergoes a beautiful, fractured movement; a network of luminous cracks permeates its crystalline form, before it quietly shatters into a swirling cloud of countless luminous fragments. These points of light linger in the air for a breathtaking moment, illuminating the immediate space before fluidly and instantaneously uniting to reassemble the deer's graceful silhouette as its hooves meet the mossy ground, creating an atmosphere of profound tranquility and fleeting magical beauty.",
+                "token_credit_reward": 8.5625,
+                "selected_reward": 8.5625,
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+                "credit_map_shape": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt envisions a medium shot at eye level with a hyper-detailed Makoto Shinkai aesthetic, featuring a slowly rightward pan as a majestic deer moves through a forest. The scene should be composed of crystalline moonlight, with a complex mesh of luminous facets refracting a cool, silvery-blue light from within. A shallow depth of field is expected, focusing on the deer's torso and antlers while blurring the twilight foliage behind. The deer's movement should show a deliberate, silent progression with a beautiful, fractured motion as luminous cracks permeate the form, culminating in a dramatic fragmentation into luminous fragments that drift before reassembling into a graceful silhouette.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames present a coherent composition with decent resolution and consistent lighting, but there are noticeable artifacts and some frame-to-frame inconsistencies in the deer's anatomy. The glow effects are present but not perfectly integrated, and the rendering lacks the high-fidelity polish typical of top-tier visuals. The sequence remains readable and aesthetically coherent, yet it does not reach the level of exceptional detail or refinement implied by the prompt.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video captures several core elements—eye-level framing, a deer figure, and a moonlit forest ambiance with a left-to-right pan and a focus on the torso and antlers. However, key aspects of the prompt are underrepresented: the extreme hyper-detail and the dramatic fragmentation into luminous fragments are not realized, and the overall motion and transformation do not fully embody the described sequence. The result reflects partial success rather than full fidelity to the original vision.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The deer's movement and interaction with the environment maintain plausible spatial relationships, and the lighting remains coherent across frames. Nevertheless, there are subtle anatomical irregularities and minor inconsistencies in how the glow interacts with the surroundings, which prevent a higher level of realism. Overall, the scene remains believable and internally coherent, but not flawless in terms of physical plausibility.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.9375,
+                    "TA": 2.703125,
+                    "MQ": 2.9375,
+                    "Overall": 8.5625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt envisions a medium shot at eye level with a hyper-detailed Makoto Shinkai aesthetic, featuring a slowly rightward pan as a majestic deer moves through a forest. The scene should be composed of crystalline moonlight, with a complex mesh of luminous facets refracting a cool, silvery-blue light from within. A shallow depth of field is expected, focusing on the deer's torso and antlers while blurring the twilight foliage behind. The deer's movement should show a deliberate, silent progression with a beautiful, fractured motion as luminous cracks permeate the form, culminating in a dramatic fragmentation into luminous fragments that drift before reassembling into a graceful silhouette.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames present a coherent composition with decent resolution and consistent lighting, but there are noticeable artifacts and some frame-to-frame inconsistencies in the deer's anatomy. The glow effects are present but not perfectly integrated, and the rendering lacks the high-fidelity polish typical of top-tier visuals. The sequence remains readable and aesthetically coherent, yet it does not reach the level of exceptional detail or refinement implied by the prompt.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video captures several core elements—eye-level framing, a deer figure, and a moonlit forest ambiance with a left-to-right pan and a focus on the torso and antlers. However, key aspects of the prompt are underrepresented: the extreme hyper-detail and the dramatic fragmentation into luminous fragments are not realized, and the overall motion and transformation do not fully embody the described sequence. The result reflects partial success rather than full fidelity to the original vision.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The deer's movement and interaction with the environment maintain plausible spatial relationships, and the lighting remains coherent across frames. Nevertheless, there are subtle anatomical irregularities and minor inconsistencies in how the glow interacts with the surroundings, which prevent a higher level of realism. Overall, the scene remains believable and internally coherent, but not flawless in terms of physical plausibility.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "medium shot, at eye level, rendered in the hyper-detailed Makoto Shinkai aesthetic, slowly pans right, tracking a majestic deer gracefully moving through the forest. Composed entirely of crystalline moonlight, its body a complex mesh of luminous translucent facets refracting a cool, silvery-blue light from within. Employing an extremely shallow depth of field, the image sharply focuses on the deer's torso and majestic antlers, while transforming the twilight foliage behind it into a soft, dreamy blur of deep greens, gentle browns, and indigos, punctuated by a shimmering bokeh of the creature's own luminescence. With each deliberate and silent step forward, the deer's body undergoes a beautiful, fractured movement; a network of luminous cracks permeates its crystalline form, before it quietly shatters into a swirling cloud of countless luminous fragments. These points of light linger in the air for a breathtaking moment, illuminating the immediate space before fluidly and instantaneously uniting to reassemble the deer's graceful silhouette as its hooves meet the mossy ground, creating an atmosphere of profound tranquility and fleeting magical beauty.",
+        "seed": 27496,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_6/index_9138_seed_27496_dp_13_rank_26_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.84375,
+        "video_score2_ta": 2.125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt envisions a medium shot at eye level featuring a majestic deer rendered in a hyper-detailed Makoto Shinkai aesthetic, with a slow rightward pan, moving through a forest bathed in crystalline moonlight whose body is a complex mesh of luminous facets refracting cool silvery-blue light. The scene should employ an extremely shallow depth of field, sharply focusing on the deer's torso and antlers while blurring the twilight foliage, followed by a sequence where the deer fractures, luminescent fragments drift, and then reassembles as its hooves contact mossy ground, all conveying a mood of profound tranquility and magical beauty.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames present a coherent composition with decent resolution and consistent lighting, but there are noticeable limitations: occasional compression artifacts, mild color banding, and some softness that reduces fine detail. The glow effects and depth-of-field cues are present but not consistently crisp across frames, and the overall sharpness could be improved. The sequence remains readable and aesthetically coherent, though it does not reach high-fidelity rendering.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is limited (score 2). While the video includes a deer-like figure and a moonlit ambiance, several key prompt elements are underrepresented or missing: the explicit Makoto Shinkai-inspired hyper-detail aesthetic is not convincingly realized, the camera motion is largely static rather than featuring a deliberate rightward pan, and the crucial moments described—cracking of the form, luminescent fragments drifting, and the seamless reassembly—are not clearly depicted. The forest setting and mossy ground are only superficially suggested, resulting in only partial fidelity to the original vision.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The motion and interactions maintain plausible dynamics, and the lighting remains coherent with the moonlit environment. However, the more fantastical elements (fragmentation, luminescent particles) are integrated without breaking basic physical plausibility, which keeps the scene within reasonable common-sense expectations despite its surreal aspects.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.84375,
+                    "TA": 2.125,
+                    "MQ": 2.671875,
+                    "Overall": 7.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt envisions a medium shot at eye level featuring a majestic deer rendered in a hyper-detailed Makoto Shinkai aesthetic, with a slow rightward pan, moving through a forest bathed in crystalline moonlight whose body is a complex mesh of luminous facets refracting cool silvery-blue light. The scene should employ an extremely shallow depth of field, sharply focusing on the deer's torso and antlers while blurring the twilight foliage, followed by a sequence where the deer fractures, luminescent fragments drift, and then reassembles as its hooves contact mossy ground, all conveying a mood of profound tranquility and magical beauty.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames present a coherent composition with decent resolution and consistent lighting, but there are noticeable limitations: occasional compression artifacts, mild color banding, and some softness that reduces fine detail. The glow effects and depth-of-field cues are present but not consistently crisp across frames, and the overall sharpness could be improved. The sequence remains readable and aesthetically coherent, though it does not reach high-fidelity rendering.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is limited (score 2). While the video includes a deer-like figure and a moonlit ambiance, several key prompt elements are underrepresented or missing: the explicit Makoto Shinkai-inspired hyper-detail aesthetic is not convincingly realized, the camera motion is largely static rather than featuring a deliberate rightward pan, and the crucial moments described—cracking of the form, luminescent fragments drifting, and the seamless reassembly—are not clearly depicted. The forest setting and mossy ground are only superficially suggested, resulting in only partial fidelity to the original vision.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The motion and interactions maintain plausible dynamics, and the lighting remains coherent with the moonlit environment. However, the more fantastical elements (fragmentation, luminescent particles) are integrated without breaking basic physical plausibility, which keeps the scene within reasonable common-sense expectations despite its surreal aspects.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "medium shot, at eye level, rendered in the hyper-detailed Makoto Shinkai aesthetic, slowly pans right, tracking a majestic deer gracefully moving through the forest. Composed entirely of crystalline moonlight, its body a complex mesh of luminous translucent facets refracting a cool, silvery-blue light from within. Employing an extremely shallow depth of field, the image sharply focuses on the deer's torso and majestic antlers, while transforming the twilight foliage behind it into a soft, dreamy blur of deep greens, gentle browns, and indigos, punctuated by a shimmering bokeh of the creature's own luminescence. With each deliberate and silent step forward, the deer's body undergoes a beautiful, fractured movement; a network of luminous cracks permeates its crystalline form, before it quietly shatters into a swirling cloud of countless luminous fragments. These points of light linger in the air for a breathtaking moment, illuminating the immediate space before fluidly and instantaneously uniting to reassemble the deer's graceful silhouette as its hooves meet the mossy ground, creating an atmosphere of profound tranquility and fleeting magical beauty.",
+        "seed": 27497,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_6/index_9138_seed_27497_dp_13_rank_26_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.25,
+        "video_score2_ta": 2.640625,
+        "video_score2_mq": 2.890625,
+        "video_score2_overall": 7.75,
+        "avg": 7.78125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "medium shot, at eye level, rendered in the hyper-detailed Makoto Shinkai aesthetic, slowly pans right, tracking a majestic deer gracefully moving through the forest. Composed entirely of crystalline moonlight, its body a complex mesh of luminous translucent facets refracting a cool, silvery-blue light from within. Employing an extremely shallow depth of field, the image sharply focuses on the deer's torso and majestic antlers, while transforming the twilight foliage behind it into a soft, dreamy blur of deep greens, gentle browns, and indigos, punctuated by a shimmering bokeh of the creature's own luminescence. With each deliberate and silent step forward, the deer's body undergoes a beautiful, fractured movement; a network of luminous cracks permeates its crystalline form, before it quietly shatters into a swirling cloud of countless luminous fragments. These points of light linger in the air for a breathtaking moment, illuminating the immediate space before fluidly and instantaneously uniting to reassemble the deer's graceful silhouette as its hooves meet the mossy ground, creating an atmosphere of profound tranquility and fleeting magical beauty.",
+                "token_credit_reward": 7.75,
+                "selected_reward": 7.75,
+                "frame_importance": [
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+                    0.23964299261569977
+                ],
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    0,
+                    2
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt envisions a medium shot at eye level featuring a hyper-detailed Makoto Shinkai–style deer rendered in crystalline moonlight, with a slow rightward pan, a forest setting, and a sequence where the deer moves gracefully, its body a luminous mesh that glows and then fractures into luminescent fragments that drift and later reassemble. The description is rich and imaginative, emphasizing artistic rendering and dynamic transformation.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but there are noticeable artifacts and some instability in the crystalline rendering. The lighting and color palette align with the intended moonlit mood, yet the rendering remains imperfect and occasionally inconsistent across frames. The background blur is present but not consistently convincing, and the overall cohesion between the subject and environment is only average. In short, the visuals convey the concept but with clear technical limitations.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). The video captures several core elements—eye-level framing, a deer-like figure, and a forest ambiance with a cool blue glow. However, key aspects of the prompt are underdeveloped or missing: the hyper-detailed Makoto Shinkai aesthetic is not realized, the motion appears relatively static rather than a graceful, evolving dance, and the dramatic transformation into luminescent fragments and subsequent reassembly is not convincingly depicted. The result reflects partial success in translating the creative vision, with notable gaps in dynamic movement and transformative storytelling.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scene maintains plausible anatomy and environmental interaction, and the lighting supports the moonlit mood. Yet the central metamorphosis described in the prompt—an intentional fragmentation and reassembly of the body into luminescent particles—is not convincingly demonstrated, and the motion lacks the organic, fluid dynamics implied by the concept. Overall, the video adheres to basic physical principles but does not fully realize the envisioned magical transformation.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.25,
+                    "TA": 2.640625,
+                    "MQ": 2.890625,
+                    "Overall": 7.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt envisions a medium shot at eye level featuring a hyper-detailed Makoto Shinkai–style deer rendered in crystalline moonlight, with a slow rightward pan, a forest setting, and a sequence where the deer moves gracefully, its body a luminous mesh that glows and then fractures into luminescent fragments that drift and later reassemble. The description is rich and imaginative, emphasizing artistic rendering and dynamic transformation.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but there are noticeable artifacts and some instability in the crystalline rendering. The lighting and color palette align with the intended moonlit mood, yet the rendering remains imperfect and occasionally inconsistent across frames. The background blur is present but not consistently convincing, and the overall cohesion between the subject and environment is only average. In short, the visuals convey the concept but with clear technical limitations.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). The video captures several core elements—eye-level framing, a deer-like figure, and a forest ambiance with a cool blue glow. However, key aspects of the prompt are underdeveloped or missing: the hyper-detailed Makoto Shinkai aesthetic is not realized, the motion appears relatively static rather than a graceful, evolving dance, and the dramatic transformation into luminescent fragments and subsequent reassembly is not convincingly depicted. The result reflects partial success in translating the creative vision, with notable gaps in dynamic movement and transformative storytelling.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scene maintains plausible anatomy and environmental interaction, and the lighting supports the moonlit mood. Yet the central metamorphosis described in the prompt—an intentional fragmentation and reassembly of the body into luminescent particles—is not convincingly demonstrated, and the motion lacks the organic, fluid dynamics implied by the concept. Overall, the video adheres to basic physical principles but does not fully realize the envisioned magical transformation.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_8/index_tensor([1347, 1347])_group_8_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_8/index_tensor([1347, 1347])_group_8_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..11957465ae468587284b76a7da6d02d507c0fcbc
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_8/index_tensor([1347, 1347])_group_8_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "high-angle drone shot, captured from a bird's-eye view, slowly and steadily tracks a man in a dark blue, coarse Taoist robe, his hair styled in a traditional Taoist bun. He clutches a simple wooden staff as he leisurely walks down a winding stone path covered in dark green moss, heading deep into the forest. A thick, swirling, milky-white fog engulfs him, nearly obscuring the landscape. Only the vague outlines of a few ancient, twisted pines appear through the mist, and the humid air seems to condense on the camera lens. As he steadily advances, his figure gradually blurs, his dark robe melting into a hazy mass before disappearing completely into the endless white mist, seemingly merging with the ethereal, silent world. The image is rendered in a cool, desaturated palette with a distinct vintage film grain. Soft, diffuse light penetrates the mist, creating an atmosphere of tranquility, mystery, and Eastern philosophy.",
+        "seed": 25976,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_8/index_1347_seed_25976_dp_16_rank_32_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.0625,
+        "video_score2_ta": 2.96875,
+        "video_score2_mq": 3.125,
+        "video_score2_overall": 8.125,
+        "avg": 8.15625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "high-angle drone shot, captured from a bird's-eye view, slowly and steadily tracks a man in a dark blue, coarse Taoist robe, his hair styled in a traditional Taoist bun. He clutches a simple wooden staff as he leisurely walks down a winding stone path covered in dark green moss, heading deep into the forest. A thick, swirling, milky-white fog engulfs him, nearly obscuring the landscape. Only the vague outlines of a few ancient, twisted pines appear through the mist, and the humid air seems to condense on the camera lens. As he steadily advances, his figure gradually blurs, his dark robe melting into a hazy mass before disappearing completely into the endless white mist, seemingly merging with the ethereal, silent world. The image is rendered in a cool, desaturated palette with a distinct vintage film grain. Soft, diffuse light penetrates the mist, creating an atmosphere of tranquility, mystery, and Eastern philosophy.",
+                "token_credit_reward": 8.125,
+                "selected_reward": 8.125,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a high-angle drone shot capturing a man in a dark blue, coarse Taoist robe with a traditional bun, holding a simple wooden staff, walking along a winding stone path covered in dark green moss through a forest shrouded in thick, swirling fog. The scene aims for a cool, desaturated palette with vintage film grain, soft diffuse lighting, and an atmosphere of tranquility, mystery, and Eastern philosophy.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but with noticeable blur and some loss of fine detail, especially in later segments. The atmospheric fog and mist contribute to the mood but also obscure details, resulting in inconsistent sharpness across the sequence. The color grading remains cool and desaturated, aligning with the intended aesthetic, though the film grain texture is not clearly evident. Transitions between frames are generally smooth, with no major distortions or artifacts beyond the softness.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a man in a dark blue robe with a bun hairstyle, holding a wooden staff, moving along a moss-covered stone path within a forest setting, with heavy fog and a cool, desaturated palette. The high-angle drone perspective is not strongly realized, and the exact moment of disappearance into the mist is not fully depicted, but these gaps do not substantially detract from the overall alignment. The scene conveys the intended atmosphere and progression toward increasing haziness.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The character’s movement and interaction with the environment feel plausible, and the staff handling appears natural. However, the heavy fog and gradual blurring introduce perceptual inconsistencies that slightly undermine strict physical realism, though they support the intended ethereal effect.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.0625,
+                    "TA": 2.96875,
+                    "MQ": 3.125,
+                    "Overall": 8.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a high-angle drone shot capturing a man in a dark blue, coarse Taoist robe with a traditional bun, holding a simple wooden staff, walking along a winding stone path covered in dark green moss through a forest shrouded in thick, swirling fog. The scene aims for a cool, desaturated palette with vintage film grain, soft diffuse lighting, and an atmosphere of tranquility, mystery, and Eastern philosophy.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but with noticeable blur and some loss of fine detail, especially in later segments. The atmospheric fog and mist contribute to the mood but also obscure details, resulting in inconsistent sharpness across the sequence. The color grading remains cool and desaturated, aligning with the intended aesthetic, though the film grain texture is not clearly evident. Transitions between frames are generally smooth, with no major distortions or artifacts beyond the softness.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a man in a dark blue robe with a bun hairstyle, holding a wooden staff, moving along a moss-covered stone path within a forest setting, with heavy fog and a cool, desaturated palette. The high-angle drone perspective is not strongly realized, and the exact moment of disappearance into the mist is not fully depicted, but these gaps do not substantially detract from the overall alignment. The scene conveys the intended atmosphere and progression toward increasing haziness.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The character’s movement and interaction with the environment feel plausible, and the staff handling appears natural. However, the heavy fog and gradual blurring introduce perceptual inconsistencies that slightly undermine strict physical realism, though they support the intended ethereal effect.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "high-angle drone shot, captured from a bird's-eye view, slowly and steadily tracks a man in a dark blue, coarse Taoist robe, his hair styled in a traditional Taoist bun. He clutches a simple wooden staff as he leisurely walks down a winding stone path covered in dark green moss, heading deep into the forest. A thick, swirling, milky-white fog engulfs him, nearly obscuring the landscape. Only the vague outlines of a few ancient, twisted pines appear through the mist, and the humid air seems to condense on the camera lens. As he steadily advances, his figure gradually blurs, his dark robe melting into a hazy mass before disappearing completely into the endless white mist, seemingly merging with the ethereal, silent world. The image is rendered in a cool, desaturated palette with a distinct vintage film grain. Soft, diffuse light penetrates the mist, creating an atmosphere of tranquility, mystery, and Eastern philosophy.",
+        "seed": 25977,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_8/index_1347_seed_25977_dp_16_rank_32_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.0625,
+        "video_score2_ta": 3.34375,
+        "video_score2_mq": 3.15625,
+        "video_score2_overall": 8.5625,
+        "avg": 8.5625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "high-angle drone shot, captured from a bird's-eye view, slowly and steadily tracks a man in a dark blue, coarse Taoist robe, his hair styled in a traditional Taoist bun. He clutches a simple wooden staff as he leisurely walks down a winding stone path covered in dark green moss, heading deep into the forest. A thick, swirling, milky-white fog engulfs him, nearly obscuring the landscape. Only the vague outlines of a few ancient, twisted pines appear through the mist, and the humid air seems to condense on the camera lens. As he steadily advances, his figure gradually blurs, his dark robe melting into a hazy mass before disappearing completely into the endless white mist, seemingly merging with the ethereal, silent world. The image is rendered in a cool, desaturated palette with a distinct vintage film grain. Soft, diffuse light penetrates the mist, creating an atmosphere of tranquility, mystery, and Eastern philosophy.",
+                "token_credit_reward": 8.5625,
+                "selected_reward": 8.5625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a high-angle drone shot capturing a man in a dark blue, coarse Taoist robe with a traditional bun, holding a simple wooden staff, walking along a winding stone path covered in dark green moss through a dense forest shrouded in thick, swirling fog. The scene is rendered in a cool, desaturated palette with vintage film grain, soft diffuse lighting, and an atmosphere of tranquility, mystery, and Eastern philosophy.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show some blur and softness that reduce sharpness, but the subject remains identifiable and the composition is coherent. The heavy fog and atmospheric effects contribute to mood yet also obscure fine details. The resolution is adequate though not crisp, and there is no obvious distortion or instability. The vintage film grain is present as described. In sum, the video communicates the intended atmosphere, but technical clarity is only average.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The key elements are represented: a man in a dark blue coarse robe with a traditional bun, holding a staff, walking along a mossy stone path, within a forest shrouded in thick fog, captured from a high-angle perspective with a cool desaturated palette and vintage grain. The scene conveys the tranquil, mysterious mood and the implied merging with the ethereal world. Minor deviations exist in exact hand positioning and staff visibility under fog, but these do not significantly detract from the overall alignment.\n\nPhysical Consistency (Common-sense):\nPhysical consistency is moderate (score 3). The movement appears generally natural and the interaction with the environment is plausible, with no major violations of physics. However, subtle inconsistencies in how the staff interacts with the fog and in depth cues due to the heavy atmospheric effects prevent a higher score.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.0625,
+                    "TA": 3.34375,
+                    "MQ": 3.15625,
+                    "Overall": 8.5625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a high-angle drone shot capturing a man in a dark blue, coarse Taoist robe with a traditional bun, holding a simple wooden staff, walking along a winding stone path covered in dark green moss through a dense forest shrouded in thick, swirling fog. The scene is rendered in a cool, desaturated palette with vintage film grain, soft diffuse lighting, and an atmosphere of tranquility, mystery, and Eastern philosophy.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show some blur and softness that reduce sharpness, but the subject remains identifiable and the composition is coherent. The heavy fog and atmospheric effects contribute to mood yet also obscure fine details. The resolution is adequate though not crisp, and there is no obvious distortion or instability. The vintage film grain is present as described. In sum, the video communicates the intended atmosphere, but technical clarity is only average.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The key elements are represented: a man in a dark blue coarse robe with a traditional bun, holding a staff, walking along a mossy stone path, within a forest shrouded in thick fog, captured from a high-angle perspective with a cool desaturated palette and vintage grain. The scene conveys the tranquil, mysterious mood and the implied merging with the ethereal world. Minor deviations exist in exact hand positioning and staff visibility under fog, but these do not significantly detract from the overall alignment.\n\nPhysical Consistency (Common-sense):\nPhysical consistency is moderate (score 3). The movement appears generally natural and the interaction with the environment is plausible, with no major violations of physics. However, subtle inconsistencies in how the staff interacts with the fog and in depth cues due to the heavy atmospheric effects prevent a higher score.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "high-angle drone shot, captured from a bird's-eye view, slowly and steadily tracks a man in a dark blue, coarse Taoist robe, his hair styled in a traditional Taoist bun. He clutches a simple wooden staff as he leisurely walks down a winding stone path covered in dark green moss, heading deep into the forest. A thick, swirling, milky-white fog engulfs him, nearly obscuring the landscape. Only the vague outlines of a few ancient, twisted pines appear through the mist, and the humid air seems to condense on the camera lens. As he steadily advances, his figure gradually blurs, his dark robe melting into a hazy mass before disappearing completely into the endless white mist, seemingly merging with the ethereal, silent world. The image is rendered in a cool, desaturated palette with a distinct vintage film grain. Soft, diffuse light penetrates the mist, creating an atmosphere of tranquility, mystery, and Eastern philosophy.",
+        "seed": 25978,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_8/index_1347_seed_25978_dp_17_rank_34_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.03125,
+        "video_score2_ta": 3.625,
+        "video_score2_mq": 3.265625,
+        "video_score2_overall": 9.9375,
+        "avg": 9.921875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "high-angle drone shot, captured from a bird's-eye view, slowly and steadily tracks a man in a dark blue, coarse Taoist robe, his hair styled in a traditional Taoist bun. He clutches a simple wooden staff as he leisurely walks down a winding stone path covered in dark green moss, heading deep into the forest. A thick, swirling, milky-white fog engulfs him, nearly obscuring the landscape. Only the vague outlines of a few ancient, twisted pines appear through the mist, and the humid air seems to condense on the camera lens. As he steadily advances, his figure gradually blurs, his dark robe melting into a hazy mass before disappearing completely into the endless white mist, seemingly merging with the ethereal, silent world. The image is rendered in a cool, desaturated palette with a distinct vintage film grain. Soft, diffuse light penetrates the mist, creating an atmosphere of tranquility, mystery, and Eastern philosophy.",
+                "token_credit_reward": 9.9375,
+                "selected_reward": 9.9375,
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+                "top_frames": [
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a high-angle drone shot capturing a man in a dark blue, coarse Taoist robe with a traditional bun, walking along a winding stone path covered in moss through a dense forest shrouded in thick, swirling fog. The scene aims for a cool, desaturated palette with vintage film grain, soft diffuse lighting, and an atmosphere of tranquility, mystery, and Eastern philosophy.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but there is noticeable softness and some blur that reduce fine detail. The atmospheric fog and mist are present and contribute to the mood, yet they also obscure parts of the scene. Lighting remains soft and diffuse, consistent with the description, and the color grading stays within a cool, muted range. There are no major distortions or artifacts, and the sequence remains stable across frames. The vintage film grain is not clearly evident, which slightly limits the intended aesthetic. In sum, the video conveys the intended mood and setting, but sharpness and some details are not fully realized.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a high-angle perspective, a man in a dark blue robe with a traditional bun, a wooden staff, a moss-covered stone path, and a forest setting with heavy fog. The atmosphere, color palette, and lighting align with the description, and the scene maintains coherence with the prompt throughout. Minor deviations exist in the exact visibility of the film grain and in the precise depiction of the melting/blur effects, but these do not significantly detract from the overall alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The character’s movement and interaction with the environment feel plausible, and the fog dynamics are believable. However, there are subtle inconsistencies in how the figure blends with the background and in the depth cues, which slightly undermine full realism. Overall, the scene remains coherent and physically reasonable, with room for improvement in depth perception and boundary handling.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.03125,
+                    "TA": 3.625,
+                    "MQ": 3.265625,
+                    "Overall": 9.9375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a high-angle drone shot capturing a man in a dark blue, coarse Taoist robe with a traditional bun, walking along a winding stone path covered in moss through a dense forest shrouded in thick, swirling fog. The scene aims for a cool, desaturated palette with vintage film grain, soft diffuse lighting, and an atmosphere of tranquility, mystery, and Eastern philosophy.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but there is noticeable softness and some blur that reduce fine detail. The atmospheric fog and mist are present and contribute to the mood, yet they also obscure parts of the scene. Lighting remains soft and diffuse, consistent with the description, and the color grading stays within a cool, muted range. There are no major distortions or artifacts, and the sequence remains stable across frames. The vintage film grain is not clearly evident, which slightly limits the intended aesthetic. In sum, the video conveys the intended mood and setting, but sharpness and some details are not fully realized.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a high-angle perspective, a man in a dark blue robe with a traditional bun, a wooden staff, a moss-covered stone path, and a forest setting with heavy fog. The atmosphere, color palette, and lighting align with the description, and the scene maintains coherence with the prompt throughout. Minor deviations exist in the exact visibility of the film grain and in the precise depiction of the melting/blur effects, but these do not significantly detract from the overall alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The character’s movement and interaction with the environment feel plausible, and the fog dynamics are believable. However, there are subtle inconsistencies in how the figure blends with the background and in the depth cues, which slightly undermine full realism. Overall, the scene remains coherent and physically reasonable, with room for improvement in depth perception and boundary handling.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "high-angle drone shot, captured from a bird's-eye view, slowly and steadily tracks a man in a dark blue, coarse Taoist robe, his hair styled in a traditional Taoist bun. He clutches a simple wooden staff as he leisurely walks down a winding stone path covered in dark green moss, heading deep into the forest. A thick, swirling, milky-white fog engulfs him, nearly obscuring the landscape. Only the vague outlines of a few ancient, twisted pines appear through the mist, and the humid air seems to condense on the camera lens. As he steadily advances, his figure gradually blurs, his dark robe melting into a hazy mass before disappearing completely into the endless white mist, seemingly merging with the ethereal, silent world. The image is rendered in a cool, desaturated palette with a distinct vintage film grain. Soft, diffuse light penetrates the mist, creating an atmosphere of tranquility, mystery, and Eastern philosophy.",
+        "seed": 25979,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000429/group_8/index_1347_seed_25979_dp_17_rank_34_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.8359375,
+        "video_score2_ta": 3.328125,
+        "video_score2_mq": 3.046875,
+        "video_score2_overall": 8.1875,
+        "avg": 8.2109375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "high-angle drone shot, captured from a bird's-eye view, slowly and steadily tracks a man in a dark blue, coarse Taoist robe, his hair styled in a traditional Taoist bun. He clutches a simple wooden staff as he leisurely walks down a winding stone path covered in dark green moss, heading deep into the forest. A thick, swirling, milky-white fog engulfs him, nearly obscuring the landscape. Only the vague outlines of a few ancient, twisted pines appear through the mist, and the humid air seems to condense on the camera lens. As he steadily advances, his figure gradually blurs, his dark robe melting into a hazy mass before disappearing completely into the endless white mist, seemingly merging with the ethereal, silent world. The image is rendered in a cool, desaturated palette with a distinct vintage film grain. Soft, diffuse light penetrates the mist, creating an atmosphere of tranquility, mystery, and Eastern philosophy.",
+                "token_credit_reward": 8.1875,
+                "selected_reward": 8.1875,
+                "frame_importance": [
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a high-angle drone shot capturing a man in a dark blue, coarse Taoist robe with a traditional bun, holding a simple wooden staff, walking along a winding stone path covered in moss through a dense forest shrouded in thick, swirling fog. The scene aims for a cool, desaturated palette with vintage film grain, soft diffuse lighting, and an atmosphere of tranquility, mystery, and Eastern philosophy.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show some blur and softness that reduce sharpness, but the subject remains identifiable and the composition is coherent. There is occasional motion blur and minor instability, yet no pervasive distortions or artifacts dominate the sequence. The resolution is adequate though not crisp, and the atmospheric fog contributes to the mood without completely obscuring details. In sum, the video presents a fair level of visual fidelity rather than high-end clarity.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a man in a dark blue robe with a traditional bun, holding a staff, moving along a moss-covered stone path from an elevated perspective, with visible fog and a cool desaturated palette. Some aspects are less pronounced—such as the exact prominence of the staff and the depth cues through the fog—but these gaps do not substantially detract from the overall correspondence. The scene conveys the intended atmosphere and narrative progression, including the gradual blurring and disappearance into the mist.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The character’s movement and interaction with the environment feel plausible, and the fog behavior is generally believable. However, there are minor inconsistencies in scale, lighting continuity, and how the figure blends with the mist over time, which prevent a higher score. Overall, the dynamics are coherent and reasonably consistent with real-world expectations.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 1.8359375,
+                    "TA": 3.328125,
+                    "MQ": 3.046875,
+                    "Overall": 8.1875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a high-angle drone shot capturing a man in a dark blue, coarse Taoist robe with a traditional bun, holding a simple wooden staff, walking along a winding stone path covered in moss through a dense forest shrouded in thick, swirling fog. The scene aims for a cool, desaturated palette with vintage film grain, soft diffuse lighting, and an atmosphere of tranquility, mystery, and Eastern philosophy.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show some blur and softness that reduce sharpness, but the subject remains identifiable and the composition is coherent. There is occasional motion blur and minor instability, yet no pervasive distortions or artifacts dominate the sequence. The resolution is adequate though not crisp, and the atmospheric fog contributes to the mood without completely obscuring details. In sum, the video presents a fair level of visual fidelity rather than high-end clarity.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a man in a dark blue robe with a traditional bun, holding a staff, moving along a moss-covered stone path from an elevated perspective, with visible fog and a cool desaturated palette. Some aspects are less pronounced—such as the exact prominence of the staff and the depth cues through the fog—but these gaps do not substantially detract from the overall correspondence. The scene conveys the intended atmosphere and narrative progression, including the gradual blurring and disappearance into the mist.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The character’s movement and interaction with the environment feel plausible, and the fog behavior is generally believable. However, there are minor inconsistencies in scale, lighting continuity, and how the figure blends with the mist over time, which prevent a higher score. Overall, the dynamics are coherent and reasonably consistent with real-world expectations.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000505/group_0/index_7135_seed_18159_dp_0_rank_0_sample_0_slot_0.mp4 b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000505/group_0/index_7135_seed_18159_dp_0_rank_0_sample_0_slot_0.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..c352e8c4f09a9842a19f87b0fdcce5f4f1604b85
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000505/group_0/index_7135_seed_18159_dp_0_rank_0_sample_0_slot_0.mp4
@@ -0,0 +1,3 @@
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes an extreme macro shot of a chrome portable filter with dual spouts, captured with cinematic detail, under a warm spotlight, showing a dark circular opening and a thick, viscous stream of espresso with a tiger-striped crema. The video largely aligns with these elements, though some specifics (e.g., exact dual-spout configuration and the precise tiger-striped crema) are not fully verifiable from the frames alone.\n\nVisual Quality Analysis:\nThe frames exhibit solid visual quality with clear rendering of metallic surfaces and the flowing liquid. Lighting creates convincing reflections and depth, and the background blur contributes to a cinematic feel. While the visuals are coherent and well-executed, there are minor inconsistencies in sharpness across frames that prevent a perfect top-tier score. Overall, Visual Quality is strong but not flawless (4/5).\n\nText-to-Video Alignment Analysis:\nThe video captures the core aspects described in the prompt—extreme macro perspective, chrome-like surfaces, warm lighting, and a dark circular opening with a viscous stream. However, certain details such as the exact dual-spout arrangement and the precise tiger-striped crema are not definitively confirmed in the frames. The alignment is good overall but not perfect (3/5).\n\nPhysical/Common-sense Consistency:\nLiquid dynamics appear physically plausible: the viscosity, gravity-driven flow, and surface behavior are consistent with expectations for a viscous liquid under controlled conditions. No obvious physical contradictions are present, supporting a high level of common-sense consistency (4/5).\n\nGround-truth scores:\nDim-1 Visual Quality: 4\nDim-2 Text-to-Video Alignment: 3\nDim-3 Physical Consistency: 4\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 4\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 4
+                },
+                "soft_scores": {
+                    "VQ": 3.8125,
+                    "TA": 3.125,
+                    "MQ": 3.859375,
+                    "Overall": 10.8125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes an extreme macro shot of a chrome portable filter with dual spouts, captured with cinematic detail, under a warm spotlight, showing a dark circular opening and a thick, viscous stream of espresso with a tiger-striped crema. The video largely aligns with these elements, though some specifics (e.g., exact dual-spout configuration and the precise tiger-striped crema) are not fully verifiable from the frames alone.\n\nVisual Quality Analysis:\nThe frames exhibit solid visual quality with clear rendering of metallic surfaces and the flowing liquid. Lighting creates convincing reflections and depth, and the background blur contributes to a cinematic feel. While the visuals are coherent and well-executed, there are minor inconsistencies in sharpness across frames that prevent a perfect top-tier score. Overall, Visual Quality is strong but not flawless (4/5).\n\nText-to-Video Alignment Analysis:\nThe video captures the core aspects described in the prompt—extreme macro perspective, chrome-like surfaces, warm lighting, and a dark circular opening with a viscous stream. However, certain details such as the exact dual-spout arrangement and the precise tiger-striped crema are not definitively confirmed in the frames. The alignment is good overall but not perfect (3/5).\n\nPhysical/Common-sense Consistency:\nLiquid dynamics appear physically plausible: the viscosity, gravity-driven flow, and surface behavior are consistent with expectations for a viscous liquid under controlled conditions. No obvious physical contradictions are present, supporting a high level of common-sense consistency (4/5).\n\nGround-truth scores:\nDim-1 Visual Quality: 4\nDim-2 Text-to-Video Alignment: 3\nDim-3 Physical Consistency: 4\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 4"
+        ]
+    },
+    {
+        "prompt": "This extreme observational macro shot, captured with cinematic detail, remains static and is taken at a slightly low angle, capturing the gleaming, highly polished dual spouts of a chrome portable filter. Under a warm spotlight focused directly above, the mirror-like metal surface reflects distorted, shimmering highlights. From the dark, circular opening of a single nozzle, a thick, viscous stream of dark, rich espresso begins to slowly ooze out, the initial syrupy drop expanding due to surface tension before elongating into a steady, unbroken stream. The liquid itself is velvety, almost black, and deep brown, topped with a perfect tiger-striped crema with hazelnut and caramel tones. The strong light captures the shimmering, undulating surface of the descending liquid, highlighting every minute bubble and ripple of the brewing process. The entire scene is rendered with an extremely shallow depth of field, blurring the background into a soft, blurred warmth, creating an atmosphere of intense concentration and quiet reverence for the craft, making the entire process both scientific and artistic.",
+        "seed": 10168,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_0/index_1430_seed_10168_dp_0_rank_0_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 0,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.90625,
+        "video_score2_ta": 2.796875,
+        "video_score2_mq": 3.125,
+        "video_score2_overall": 9.8125,
+        "avg": 9.828125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "This extreme observational macro shot, captured with cinematic detail, remains static and is taken at a slightly low angle, capturing the gleaming, highly polished dual spouts of a chrome portable filter. Under a warm spotlight focused directly above, the mirror-like metal surface reflects distorted, shimmering highlights. From the dark, circular opening of a single nozzle, a thick, viscous stream of dark, rich espresso begins to slowly ooze out, the initial syrupy drop expanding due to surface tension before elongating into a steady, unbroken stream. The liquid itself is velvety, almost black, and deep brown, topped with a perfect tiger-striped crema with hazelnut and caramel tones. The strong light captures the shimmering, undulating surface of the descending liquid, highlighting every minute bubble and ripple of the brewing process. The entire scene is rendered with an extremely shallow depth of field, blurring the background into a soft, blurred warmth, creating an atmosphere of intense concentration and quiet reverence for the craft, making the entire process both scientific and artistic.",
+                "token_credit_reward": 9.8125,
+                "selected_reward": 9.8125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme macro shot of a chrome filter with dual spouts, warm lighting, and a dark, viscous liquid with a tiger-striped crema. The video presents a close-up of a coffee extraction setup, but several key prompt elements are not clearly realized. The dual-spout configuration is not evident, and the described dramatic lighting and high-contrast visuals are only partially achieved. Overall, the alignment with the prompt is moderate rather than exact.\n\nVisual Quality Analysis:\nThe frames show decent resolution with clear reflections on the metallic surfaces and a convincing liquid stream. The shallow depth of field and warm lighting contribute to a cinematic look, and the liquid dynamics appear plausible. However, there are minor inconsistencies in motion smoothness and some background details that prevent a higher-fidelity impression. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures core aspects of the prompt—close-up perspective, visible liquid flow, and reflective surfaces—but misses or underrepresents several specific prompt elements such as the dual-spout arrangement, pronounced lighting effects, and the exact tiger-striped crema appearance. The alignment is acceptable but not exact, reflecting a moderate level of fidelity (score 3).\n\nPhysical Consistency / Common-sense:\nLiquid behavior and reflections are generally believable, with no major physical violations. Some minor deviations in surface tension cues and color grading exist, but they do not undermine overall realism. The scene maintains coherent physical properties consistent with real-world expectations (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.90625,
+                    "TA": 2.796875,
+                    "MQ": 3.125,
+                    "Overall": 9.8125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme macro shot of a chrome filter with dual spouts, warm lighting, and a dark, viscous liquid with a tiger-striped crema. The video presents a close-up of a coffee extraction setup, but several key prompt elements are not clearly realized. The dual-spout configuration is not evident, and the described dramatic lighting and high-contrast visuals are only partially achieved. Overall, the alignment with the prompt is moderate rather than exact.\n\nVisual Quality Analysis:\nThe frames show decent resolution with clear reflections on the metallic surfaces and a convincing liquid stream. The shallow depth of field and warm lighting contribute to a cinematic look, and the liquid dynamics appear plausible. However, there are minor inconsistencies in motion smoothness and some background details that prevent a higher-fidelity impression. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures core aspects of the prompt—close-up perspective, visible liquid flow, and reflective surfaces—but misses or underrepresents several specific prompt elements such as the dual-spout arrangement, pronounced lighting effects, and the exact tiger-striped crema appearance. The alignment is acceptable but not exact, reflecting a moderate level of fidelity (score 3).\n\nPhysical Consistency / Common-sense:\nLiquid behavior and reflections are generally believable, with no major physical violations. Some minor deviations in surface tension cues and color grading exist, but they do not undermine overall realism. The scene maintains coherent physical properties consistent with real-world expectations (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "This extreme observational macro shot, captured with cinematic detail, remains static and is taken at a slightly low angle, capturing the gleaming, highly polished dual spouts of a chrome portable filter. Under a warm spotlight focused directly above, the mirror-like metal surface reflects distorted, shimmering highlights. From the dark, circular opening of a single nozzle, a thick, viscous stream of dark, rich espresso begins to slowly ooze out, the initial syrupy drop expanding due to surface tension before elongating into a steady, unbroken stream. The liquid itself is velvety, almost black, and deep brown, topped with a perfect tiger-striped crema with hazelnut and caramel tones. The strong light captures the shimmering, undulating surface of the descending liquid, highlighting every minute bubble and ripple of the brewing process. The entire scene is rendered with an extremely shallow depth of field, blurring the background into a soft, blurred warmth, creating an atmosphere of intense concentration and quiet reverence for the craft, making the entire process both scientific and artistic.",
+        "seed": 10169,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_0/index_1430_seed_10169_dp_1_rank_2_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 0,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.78125,
+        "video_score2_ta": 2.015625,
+        "video_score2_mq": 3.125,
+        "video_score2_overall": 8.9375,
+        "avg": 8.921875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "This extreme observational macro shot, captured with cinematic detail, remains static and is taken at a slightly low angle, capturing the gleaming, highly polished dual spouts of a chrome portable filter. Under a warm spotlight focused directly above, the mirror-like metal surface reflects distorted, shimmering highlights. From the dark, circular opening of a single nozzle, a thick, viscous stream of dark, rich espresso begins to slowly ooze out, the initial syrupy drop expanding due to surface tension before elongating into a steady, unbroken stream. The liquid itself is velvety, almost black, and deep brown, topped with a perfect tiger-striped crema with hazelnut and caramel tones. The strong light captures the shimmering, undulating surface of the descending liquid, highlighting every minute bubble and ripple of the brewing process. The entire scene is rendered with an extremely shallow depth of field, blurring the background into a soft, blurred warmth, creating an atmosphere of intense concentration and quiet reverence for the craft, making the entire process both scientific and artistic.",
+                "token_credit_reward": 8.9375,
+                "selected_reward": 8.9375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes an extreme macro shot of a coffee brewing process with cinematic detail, featuring:\n- A static, slightly low-angle view\n- Gleaming, highly polished dual spouts of a chrome portable filter\n- Warm spotlight from above\n- Mirror-like metal surface reflecting distorted highlights\n- Dark, circular opening of a single nozzle\n- Thick, viscous stream of dark, rich espresso\n- Initial syrupy drop expanding due to surface tension\n- Steady, unbroken stream\n- Velvety, almost black and deep brown liquid\n- Tiger-striped crema with hazelnut and caramel tones\n- Shimmering, undulating surface of descending liquid\n- Bubble and ripple details\n- Extremely shallow depth of field with soft, blurred background\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid but not exceptional. The resolution is adequate and lighting is warm and directional, producing pleasant reflections on metallic surfaces. The shallow depth of field and the overall cinematography feel coherent with the prompt. However, there are minor inconsistencies in sharpness across frames and occasional slight color or exposure variations that prevent a higher rating. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several key elements of the prompt—close-up framing, warm lighting, reflective surfaces, and a shallow depth of field. However, some specifics are not clearly realized: the dual spouts are not distinctly visible, the initial syrupy drop and its expansion are not clearly demonstrated, and the tiger-striped crema is not evident. The alignment is acceptable but not comprehensive, yielding a moderate score (3).\n\nPhysical/Common-sense Consistency:\nThe scene presents plausible coffee-brewing cues (warm lighting, reflective surfaces, controlled pour) and generally adheres to expected physics. Yet certain micro-details (e.g., precise fluid dynamics of the first few drops, exact crema morphology) are underrepresented, resulting in a moderate level of common-sense consistency (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical/Common-sense Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.78125,
+                    "TA": 2.015625,
+                    "MQ": 3.125,
+                    "Overall": 8.9375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes an extreme macro shot of a coffee brewing process with cinematic detail, featuring:\n- A static, slightly low-angle view\n- Gleaming, highly polished dual spouts of a chrome portable filter\n- Warm spotlight from above\n- Mirror-like metal surface reflecting distorted highlights\n- Dark, circular opening of a single nozzle\n- Thick, viscous stream of dark, rich espresso\n- Initial syrupy drop expanding due to surface tension\n- Steady, unbroken stream\n- Velvety, almost black and deep brown liquid\n- Tiger-striped crema with hazelnut and caramel tones\n- Shimmering, undulating surface of descending liquid\n- Bubble and ripple details\n- Extremely shallow depth of field with soft, blurred background\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid but not exceptional. The resolution is adequate and lighting is warm and directional, producing pleasant reflections on metallic surfaces. The shallow depth of field and the overall cinematography feel coherent with the prompt. However, there are minor inconsistencies in sharpness across frames and occasional slight color or exposure variations that prevent a higher rating. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several key elements of the prompt—close-up framing, warm lighting, reflective surfaces, and a shallow depth of field. However, some specifics are not clearly realized: the dual spouts are not distinctly visible, the initial syrupy drop and its expansion are not clearly demonstrated, and the tiger-striped crema is not evident. The alignment is acceptable but not comprehensive, yielding a moderate score (3).\n\nPhysical/Common-sense Consistency:\nThe scene presents plausible coffee-brewing cues (warm lighting, reflective surfaces, controlled pour) and generally adheres to expected physics. Yet certain micro-details (e.g., precise fluid dynamics of the first few drops, exact crema morphology) are underrepresented, resulting in a moderate level of common-sense consistency (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical/Common-sense Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "This extreme observational macro shot, captured with cinematic detail, remains static and is taken at a slightly low angle, capturing the gleaming, highly polished dual spouts of a chrome portable filter. Under a warm spotlight focused directly above, the mirror-like metal surface reflects distorted, shimmering highlights. From the dark, circular opening of a single nozzle, a thick, viscous stream of dark, rich espresso begins to slowly ooze out, the initial syrupy drop expanding due to surface tension before elongating into a steady, unbroken stream. The liquid itself is velvety, almost black, and deep brown, topped with a perfect tiger-striped crema with hazelnut and caramel tones. The strong light captures the shimmering, undulating surface of the descending liquid, highlighting every minute bubble and ripple of the brewing process. The entire scene is rendered with an extremely shallow depth of field, blurring the background into a soft, blurred warmth, creating an atmosphere of intense concentration and quiet reverence for the craft, making the entire process both scientific and artistic.",
+        "seed": 10170,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_0/index_1430_seed_10170_dp_1_rank_2_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 0,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.875,
+        "video_score2_ta": 2.875,
+        "video_score2_mq": 4.0,
+        "video_score2_overall": 10.75,
+        "avg": 10.75,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "This extreme observational macro shot, captured with cinematic detail, remains static and is taken at a slightly low angle, capturing the gleaming, highly polished dual spouts of a chrome portable filter. Under a warm spotlight focused directly above, the mirror-like metal surface reflects distorted, shimmering highlights. From the dark, circular opening of a single nozzle, a thick, viscous stream of dark, rich espresso begins to slowly ooze out, the initial syrupy drop expanding due to surface tension before elongating into a steady, unbroken stream. The liquid itself is velvety, almost black, and deep brown, topped with a perfect tiger-striped crema with hazelnut and caramel tones. The strong light captures the shimmering, undulating surface of the descending liquid, highlighting every minute bubble and ripple of the brewing process. The entire scene is rendered with an extremely shallow depth of field, blurring the background into a soft, blurred warmth, creating an atmosphere of intense concentration and quiet reverence for the craft, making the entire process both scientific and artistic.",
+                "token_credit_reward": 10.75,
+                "selected_reward": 10.75,
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+                    0.00024966150522232056
+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    0,
+                    1,
+                    2
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme macro shot of a chrome/portable filter with dual spouts, warm overhead lighting, a dark circular opening, a thick viscous stream of espresso, a tiger-striped crema, and an extremely shallow depth of field. The video largely aligns with these elements, though some specifics (e.g., exact dual-spout configuration and the precise tiger-striped crema) are not fully verifiable from the available frames.\n\nVisual Quality Analysis:\nThe frames show solid visual quality with good sharpness, warm lighting, and convincing reflections on the metallic surfaces. The shallow depth of field and the blurred background contribute to a cinematic look. However, there are minor inconsistencies across frames that prevent a perfect score; overall, the quality is strong but not flawless.\n\nText-to-Video Alignment Analysis:\nOverall alignment with the prompt is strong: the extreme macro perspective, the presence of a dark circular opening, the viscous stream, and the warm lighting are well represented. Some aspects—such as the exact dual-spout configuration and the precise crema pattern—are not fully verifiable from the frames, so the alignment is good but not perfect.\n\nPhysical Consistency Analysis:\nLiquid dynamics appear plausible, with a believable viscosity and surface behavior. Reflections and lighting support the material properties, and the scene maintains coherent physical relationships. There are minor deviations in micro-dynamics or lighting cues that prevent a perfect match, resulting in a solid but not flawless physical consistency.\n\nGround-truth scores:\nDim-1 Visual Quality: 4\nDim-2 Text-to-Video Alignment: 4\nDim-3 Physical Consistency: 4\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 4\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 4,
+                    "MQ": 4
+                },
+                "soft_scores": {
+                    "VQ": 3.875,
+                    "TA": 2.875,
+                    "MQ": 4.0,
+                    "Overall": 10.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes an extreme macro shot of a chrome/portable filter with dual spouts, warm overhead lighting, a dark circular opening, a thick viscous stream of espresso, a tiger-striped crema, and an extremely shallow depth of field. The video largely aligns with these elements, though some specifics (e.g., exact dual-spout configuration and the precise tiger-striped crema) are not fully verifiable from the available frames.\n\nVisual Quality Analysis:\nThe frames show solid visual quality with good sharpness, warm lighting, and convincing reflections on the metallic surfaces. The shallow depth of field and the blurred background contribute to a cinematic look. However, there are minor inconsistencies across frames that prevent a perfect score; overall, the quality is strong but not flawless.\n\nText-to-Video Alignment Analysis:\nOverall alignment with the prompt is strong: the extreme macro perspective, the presence of a dark circular opening, the viscous stream, and the warm lighting are well represented. Some aspects—such as the exact dual-spout configuration and the precise crema pattern—are not fully verifiable from the frames, so the alignment is good but not perfect.\n\nPhysical Consistency Analysis:\nLiquid dynamics appear plausible, with a believable viscosity and surface behavior. Reflections and lighting support the material properties, and the scene maintains coherent physical relationships. There are minor deviations in micro-dynamics or lighting cues that prevent a perfect match, resulting in a solid but not flawless physical consistency.\n\nGround-truth scores:\nDim-1 Visual Quality: 4\nDim-2 Text-to-Video Alignment: 4\nDim-3 Physical Consistency: 4\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 4"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_1/index_tensor([9064, 9064])_group_1_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_1/index_tensor([9064, 9064])_group_1_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..431246f7cce2a256295bd77c0c3b0969342301f7
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_1/index_tensor([9064, 9064])_group_1_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "gentle time-lapse shot begins in close-up, then tilts slowly and deliberately upward, steadily following the vertical growth of a white lycopod vine. Slender green tendrils cling to a rustic wooden fence, their weathered gray-brown surface revealing detailed grain and texture in the soft, warm morning light. The camera meticulously captures the magical blossoming process as the tightly closed, dew-beaded green buds gradually swell and gracefully unfold. Each delicate, star-shaped white flower opens with a soft, joyful flourish, its five pristine petals peeling back to reveal a vibrant cluster of yellow stamens at its center. Low-angle golden sunlight filters through the scene, casting soft shadows and causing tiny water droplets on the petals to shimmer, creating an overall atmosphere of tranquility, innocent wonder, and the quiet, beautiful rhythm of nature's awakening.",
+        "seed": 17542,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_1/index_9064_seed_17542_dp_2_rank_4_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.0,
+        "video_score2_ta": 3.015625,
+        "video_score2_mq": 3.53125,
+        "video_score2_overall": 9.5,
+        "avg": 9.546875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "gentle time-lapse shot begins in close-up, then tilts slowly and deliberately upward, steadily following the vertical growth of a white lycopod vine. Slender green tendrils cling to a rustic wooden fence, their weathered gray-brown surface revealing detailed grain and texture in the soft, warm morning light. The camera meticulously captures the magical blossoming process as the tightly closed, dew-beaded green buds gradually swell and gracefully unfold. Each delicate, star-shaped white flower opens with a soft, joyful flourish, its five pristine petals peeling back to reveal a vibrant cluster of yellow stamens at its center. Low-angle golden sunlight filters through the scene, casting soft shadows and causing tiny water droplets on the petals to shimmer, creating an overall atmosphere of tranquility, innocent wonder, and the quiet, beautiful rhythm of nature's awakening.",
+                "token_credit_reward": 9.5,
+                "selected_reward": 9.5,
+                "frame_importance": [
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+                "credit_map_shape": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a gentle time-lapse of a white lycopod vine with slender green tendrils climbing a rustic wooden fence, starting in close-up and tilting upward to follow vertical growth. It emphasizes the magical blossoming process, dew-beaded buds swelling and unfolding into star-shaped white flowers with yellow centers, and warm golden lighting that creates a tranquil, natural atmosphere.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but with noticeable blur and soft focus, especially in background areas. There is some depth-of-field blur that may be intentional, yet it reduces fine detail. Lighting remains warm and consistent across shots, and there are no major distortions or artifacts. The sequence appears stable with smooth transitions, though the softness limits sharpness and texture visibility.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents a close-up progression, upward tilt, and a vertical growth narrative that aligns with the described sequence. The white flowers, star-like petals, and visible yellow centers match the textual imagery. Dew beads and the golden lighting contribute to the intended mood. A minor mismatch exists in the exact botanical identity (the plant resembles a strawberry vine rather than a true lycopod), which constitutes a small deviation from the prompt while preserving the core visual and narrative intent.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The growth dynamics, lighting, and environmental interactions appear plausible and coherent with real-world expectations. The scene maintains believable motion, shading, and material textures, with no glaring inconsistencies. The botanical discrepancy noted above does not undermine overall plausibility but does introduce a mild mismatch with the specified lycopod subject.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.0,
+                    "TA": 3.015625,
+                    "MQ": 3.53125,
+                    "Overall": 9.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a gentle time-lapse of a white lycopod vine with slender green tendrils climbing a rustic wooden fence, starting in close-up and tilting upward to follow vertical growth. It emphasizes the magical blossoming process, dew-beaded buds swelling and unfolding into star-shaped white flowers with yellow centers, and warm golden lighting that creates a tranquil, natural atmosphere.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution but with noticeable blur and soft focus, especially in background areas. There is some depth-of-field blur that may be intentional, yet it reduces fine detail. Lighting remains warm and consistent across shots, and there are no major distortions or artifacts. The sequence appears stable with smooth transitions, though the softness limits sharpness and texture visibility.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents a close-up progression, upward tilt, and a vertical growth narrative that aligns with the described sequence. The white flowers, star-like petals, and visible yellow centers match the textual imagery. Dew beads and the golden lighting contribute to the intended mood. A minor mismatch exists in the exact botanical identity (the plant resembles a strawberry vine rather than a true lycopod), which constitutes a small deviation from the prompt while preserving the core visual and narrative intent.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The growth dynamics, lighting, and environmental interactions appear plausible and coherent with real-world expectations. The scene maintains believable motion, shading, and material textures, with no glaring inconsistencies. The botanical discrepancy noted above does not undermine overall plausibility but does introduce a mild mismatch with the specified lycopod subject.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a gentle time-lapse sequence focusing on a white lycopod vine with slender green tendrils climbing a rustic wooden fence. It emphasizes a gradual blossoming process, starting with tightly closed green buds that swell and unfold into delicate star-shaped white flowers with five pristine petals and central yellow stamens. The scene is lit by low-angle golden sunlight filtering through, creating soft shadows and subtle petal reflections, conveying tranquility and the quiet rhythm of nature's awakening.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are solid but not exceptional. The imagery maintains decent sharpness and natural color balance, with warm lighting and a pleasant depth of field. There are no obvious distortions or artifacts, and the sequence appears stable. However, the overall polish is moderate rather than high-end, which aligns with a Visual Quality score of 4.\n\nText-to-Video Alignment Analysis:\nThere are notable gaps between the prompt and what is shown. The frames depict a single white flower with visible stamens and some green foliage, but they do not clearly establish the full narrative described (a time-lapse progression from buds to blooming, the presence of a wooden fence, and the specific lycopod identity). The alignment is partial and does not convincingly realize the entire prompt, corresponding to a Text-to-Video Alignment score of 3.\n\nPhysical Consistency / Common-sense:\nThe botanical details—petal arrangement, stamen visibility, and lighting—are plausible and coherent with real-world expectations. The scene remains physically consistent, though it lacks the broader contextual cues (fence, growth progression) that would strengthen common-sense alignment. This yields a Physical Consistency score of 3.\n\nGround-truth scores: Visual Quality 4; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.578125,
+                    "TA": 2.0625,
+                    "MQ": 4.03125,
+                    "Overall": 9.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a gentle time-lapse sequence focusing on a white lycopod vine with slender green tendrils climbing a rustic wooden fence. It emphasizes a gradual blossoming process, starting with tightly closed green buds that swell and unfold into delicate star-shaped white flowers with five pristine petals and central yellow stamens. The scene is lit by low-angle golden sunlight filtering through, creating soft shadows and subtle petal reflections, conveying tranquility and the quiet rhythm of nature's awakening.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are solid but not exceptional. The imagery maintains decent sharpness and natural color balance, with warm lighting and a pleasant depth of field. There are no obvious distortions or artifacts, and the sequence appears stable. However, the overall polish is moderate rather than high-end, which aligns with a Visual Quality score of 4.\n\nText-to-Video Alignment Analysis:\nThere are notable gaps between the prompt and what is shown. The frames depict a single white flower with visible stamens and some green foliage, but they do not clearly establish the full narrative described (a time-lapse progression from buds to blooming, the presence of a wooden fence, and the specific lycopod identity). The alignment is partial and does not convincingly realize the entire prompt, corresponding to a Text-to-Video Alignment score of 3.\n\nPhysical Consistency / Common-sense:\nThe botanical details—petal arrangement, stamen visibility, and lighting—are plausible and coherent with real-world expectations. The scene remains physically consistent, though it lacks the broader contextual cues (fence, growth progression) that would strengthen common-sense alignment. This yields a Physical Consistency score of 3.\n\nGround-truth scores: Visual Quality 4; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "gentle time-lapse shot begins in close-up, then tilts slowly and deliberately upward, steadily following the vertical growth of a white lycopod vine. Slender green tendrils cling to a rustic wooden fence, their weathered gray-brown surface revealing detailed grain and texture in the soft, warm morning light. The camera meticulously captures the magical blossoming process as the tightly closed, dew-beaded green buds gradually swell and gracefully unfold. Each delicate, star-shaped white flower opens with a soft, joyful flourish, its five pristine petals peeling back to reveal a vibrant cluster of yellow stamens at its center. Low-angle golden sunlight filters through the scene, casting soft shadows and causing tiny water droplets on the petals to shimmer, creating an overall atmosphere of tranquility, innocent wonder, and the quiet, beautiful rhythm of nature's awakening.",
+        "seed": 17544,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_1/index_9064_seed_17544_dp_3_rank_6_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.359375,
+        "video_score2_ta": 2.734375,
+        "video_score2_mq": 4.03125,
+        "video_score2_overall": 10.125,
+        "avg": 10.125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "gentle time-lapse shot begins in close-up, then tilts slowly and deliberately upward, steadily following the vertical growth of a white lycopod vine. Slender green tendrils cling to a rustic wooden fence, their weathered gray-brown surface revealing detailed grain and texture in the soft, warm morning light. The camera meticulously captures the magical blossoming process as the tightly closed, dew-beaded green buds gradually swell and gracefully unfold. Each delicate, star-shaped white flower opens with a soft, joyful flourish, its five pristine petals peeling back to reveal a vibrant cluster of yellow stamens at its center. Low-angle golden sunlight filters through the scene, casting soft shadows and causing tiny water droplets on the petals to shimmer, creating an overall atmosphere of tranquility, innocent wonder, and the quiet, beautiful rhythm of nature's awakening.",
+                "token_credit_reward": 10.125,
+                "selected_reward": 10.125,
+                "frame_importance": [
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+                    0.4197987914085388
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a gentle time-lapse sequence focusing on a white lycopod vine with slender green tendrils climbing a rustic wooden fence. It emphasizes a gradual blossoming process, starting with closed, dew-beaded green buds that swell and unfold into delicate white flowers with five pristine petals and a vibrant yellow center. The scene is intended to be captured with low-angle golden sunlight, soft shadows, and subtle water droplets on petals, conveying tranquility and the quiet rhythm of nature's awakening.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are generally solid. The close-up framing and shallow depth of field are well executed, with the background softly blurred and the subject in clear focus. Lighting remains warm and consistent, and there are no obvious distortions or artifacts. The sequence appears stable with smooth transitions between frames, contributing to a coherent viewing experience. While the imagery is strong, it does not reach perfection; minor imperfections prevent a top-tier score, resulting in a Visual Quality rating of 4.\n\nText-to-Video Alignment Assessment:\nThe video aligns with several elements of the prompt (close-up focus, gradual blossoming, white flowers, and visible stamens). However, key aspects are not convincingly realized: the climber’s identity as a true lycopod vine is not clearly established, the weathered fence texture is underrepresented, and the described low-angle golden lighting is not strongly evident. These gaps reduce fidelity to the prompt, yielding a Text-to-Video Alignment rating of 3.\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible botanical progression and natural lighting interactions, with believable petal geometry and stamen arrangement. Some minor inconsistencies exist in scale cues and environmental context, which slightly temper realism. Overall, Physical Consistency is rated 3.\n\nGround-truth scores: Visual Quality 4; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.359375,
+                    "TA": 2.734375,
+                    "MQ": 4.03125,
+                    "Overall": 10.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a gentle time-lapse sequence focusing on a white lycopod vine with slender green tendrils climbing a rustic wooden fence. It emphasizes a gradual blossoming process, starting with closed, dew-beaded green buds that swell and unfold into delicate white flowers with five pristine petals and a vibrant yellow center. The scene is intended to be captured with low-angle golden sunlight, soft shadows, and subtle water droplets on petals, conveying tranquility and the quiet rhythm of nature's awakening.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are generally solid. The close-up framing and shallow depth of field are well executed, with the background softly blurred and the subject in clear focus. Lighting remains warm and consistent, and there are no obvious distortions or artifacts. The sequence appears stable with smooth transitions between frames, contributing to a coherent viewing experience. While the imagery is strong, it does not reach perfection; minor imperfections prevent a top-tier score, resulting in a Visual Quality rating of 4.\n\nText-to-Video Alignment Assessment:\nThe video aligns with several elements of the prompt (close-up focus, gradual blossoming, white flowers, and visible stamens). However, key aspects are not convincingly realized: the climber’s identity as a true lycopod vine is not clearly established, the weathered fence texture is underrepresented, and the described low-angle golden lighting is not strongly evident. These gaps reduce fidelity to the prompt, yielding a Text-to-Video Alignment rating of 3.\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible botanical progression and natural lighting interactions, with believable petal geometry and stamen arrangement. Some minor inconsistencies exist in scale cues and environmental context, which slightly temper realism. Overall, Physical Consistency is rated 3.\n\nGround-truth scores: Visual Quality 4; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "gentle time-lapse shot begins in close-up, then tilts slowly and deliberately upward, steadily following the vertical growth of a white lycopod vine. Slender green tendrils cling to a rustic wooden fence, their weathered gray-brown surface revealing detailed grain and texture in the soft, warm morning light. The camera meticulously captures the magical blossoming process as the tightly closed, dew-beaded green buds gradually swell and gracefully unfold. Each delicate, star-shaped white flower opens with a soft, joyful flourish, its five pristine petals peeling back to reveal a vibrant cluster of yellow stamens at its center. Low-angle golden sunlight filters through the scene, casting soft shadows and causing tiny water droplets on the petals to shimmer, creating an overall atmosphere of tranquility, innocent wonder, and the quiet, beautiful rhythm of nature's awakening.",
+        "seed": 17545,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_1/index_9064_seed_17545_dp_3_rank_6_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.5,
+        "video_score2_ta": 2.28125,
+        "video_score2_mq": 3.25,
+        "video_score2_overall": 9.0,
+        "avg": 9.03125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "gentle time-lapse shot begins in close-up, then tilts slowly and deliberately upward, steadily following the vertical growth of a white lycopod vine. Slender green tendrils cling to a rustic wooden fence, their weathered gray-brown surface revealing detailed grain and texture in the soft, warm morning light. The camera meticulously captures the magical blossoming process as the tightly closed, dew-beaded green buds gradually swell and gracefully unfold. Each delicate, star-shaped white flower opens with a soft, joyful flourish, its five pristine petals peeling back to reveal a vibrant cluster of yellow stamens at its center. Low-angle golden sunlight filters through the scene, casting soft shadows and causing tiny water droplets on the petals to shimmer, creating an overall atmosphere of tranquility, innocent wonder, and the quiet, beautiful rhythm of nature's awakening.",
+                "token_credit_reward": 9.0,
+                "selected_reward": 9.0,
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
+                    1,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a gentle time-lapse sequence focusing on a white lycopod vine with slender green tendrils climbing a rustic wooden fence. It emphasizes a gradual blossoming process, starting with tightly closed green buds that swell and unfold into delicate white flowers with five pristine petals and central yellow stamens. The scene is lit by low-angle golden sunlight filtering through, creating soft shadows and subtle petal reflections, conveying tranquility and the quiet rhythm of nature's awakening.\n\nVisual Quality Assessment:\nAcross the frames, the visuals show a white flower with green leaves set against a textured wooden background. The image quality is moderate: there is some softness and mild blur, but no severe artifacts. Lighting remains warm and consistent, and color balance stays natural. The depth of field is present, with the background slightly out of focus while the subject remains reasonably sharp. Overall, the visuals are coherent and pleasant, though not exceptionally crisp or high-resolution.\n\nText-to-Video Alignment Assessment:\nThe video captures several elements described in the prompt (close-up framing, presence of a white flower, green leaves, and a wooden fence). However, key aspects of the prompt are not convincingly realized: the sequence does not clearly demonstrate a deliberate tilt upward, nor a visible progression of the blossoming process across frames. The depiction of the lycopod vine and its climbing behavior is not strongly established, and the dynamic transformation from bud to bloom is not clearly conveyed. In short, alignment with the textual prompt is partial rather than complete.\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible physical relationships: lighting, shadows, and object interactions appear coherent, and there are no obvious violations of basic physics. The composition remains believable, with only minor ambiguities in motion cues and plant dynamics that do not undermine overall realism.\n\nOverall assessment:\nThe video presents a moderate level of visual quality, partial alignment with the text prompt, and solid physical consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.5,
+                    "TA": 2.28125,
+                    "MQ": 3.25,
+                    "Overall": 9.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a gentle time-lapse sequence focusing on a white lycopod vine with slender green tendrils climbing a rustic wooden fence. It emphasizes a gradual blossoming process, starting with tightly closed green buds that swell and unfold into delicate white flowers with five pristine petals and central yellow stamens. The scene is lit by low-angle golden sunlight filtering through, creating soft shadows and subtle petal reflections, conveying tranquility and the quiet rhythm of nature's awakening.\n\nVisual Quality Assessment:\nAcross the frames, the visuals show a white flower with green leaves set against a textured wooden background. The image quality is moderate: there is some softness and mild blur, but no severe artifacts. Lighting remains warm and consistent, and color balance stays natural. The depth of field is present, with the background slightly out of focus while the subject remains reasonably sharp. Overall, the visuals are coherent and pleasant, though not exceptionally crisp or high-resolution.\n\nText-to-Video Alignment Assessment:\nThe video captures several elements described in the prompt (close-up framing, presence of a white flower, green leaves, and a wooden fence). However, key aspects of the prompt are not convincingly realized: the sequence does not clearly demonstrate a deliberate tilt upward, nor a visible progression of the blossoming process across frames. The depiction of the lycopod vine and its climbing behavior is not strongly established, and the dynamic transformation from bud to bloom is not clearly conveyed. In short, alignment with the textual prompt is partial rather than complete.\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible physical relationships: lighting, shadows, and object interactions appear coherent, and there are no obvious violations of basic physics. The composition remains believable, with only minor ambiguities in motion cues and plant dynamics that do not undermine overall realism.\n\nOverall assessment:\nThe video presents a moderate level of visual quality, partial alignment with the text prompt, and solid physical consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_10/index_tensor([909, 909])_group_10_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_10/index_tensor([909, 909])_group_10_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..13ee1658e741e79af96eeab5618338a75af7df8c
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_10/index_tensor([909, 909])_group_10_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "low-angle shot, shot in extreme slow motion, zooms in on a man standing atop a windswept mountaintop. The image is rendered in high-contrast, grainy black and white. A piercing, nearly vertical beam of light penetrates through a gap in the dense cloud, framing his resolute silhouette. His long, jet-black hair dances wildly back in the invisible wind, each strand captured with unmistakable clarity. He wears a loose, heavy, dark robe, and an ancient longsword slung across his back, its hilt tangled with cords that tremble in the breeze. Rendered in slow motion, his vast robe and enormous cuffs are completely saturated by the wind, the fabric ripping, stretching, and billowing, morphing into dramatic yet graceful waves. Each fold forms and unwinds with a powerful force, as if engaged in a tense struggle against the invisible force of the wind. Although everything around him is dancing wildly, he stands still like a sculpture, his feet firmly rooted on the rugged rocks. His still posture forms a strong visual contrast with the wild dance of his robe, creating a powerful atmosphere of loneliness, solemnity and epic feeling.",
+        "seed": 32165,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_10/index_909_seed_32165_dp_20_rank_40_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.015625,
+        "video_score2_ta": 3.234375,
+        "video_score2_mq": 3.15625,
+        "video_score2_overall": 9.375,
+        "avg": 9.40625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle shot, shot in extreme slow motion, zooms in on a man standing atop a windswept mountaintop. The image is rendered in high-contrast, grainy black and white. A piercing, nearly vertical beam of light penetrates through a gap in the dense cloud, framing his resolute silhouette. His long, jet-black hair dances wildly back in the invisible wind, each strand captured with unmistakable clarity. He wears a loose, heavy, dark robe, and an ancient longsword slung across his back, its hilt tangled with cords that tremble in the breeze. Rendered in slow motion, his vast robe and enormous cuffs are completely saturated by the wind, the fabric ripping, stretching, and billowing, morphing into dramatic yet graceful waves. Each fold forms and unwinds with a powerful force, as if engaged in a tense struggle against the invisible force of the wind. Although everything around him is dancing wildly, he stands still like a sculpture, his feet firmly rooted on the rugged rocks. His still posture forms a strong visual contrast with the wild dance of his robe, creating a powerful atmosphere of loneliness, solemnity and epic feeling.",
+                "token_credit_reward": 9.375,
+                "selected_reward": 9.375,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot in extreme slow motion, focusing on a man atop a windswept mountaintop. The scene features high-contrast, grainy black-and-white imagery with a piercing vertical light beam through dense clouds, a long-haired figure, a loose dark robe, and an ancient longsword. The wind-driven dynamics are central, with the robe billowing and the figure remaining still while the environment moves dramatically.\n\nVisual Quality Assessment:\nOverall, the video presents a moderate level of visual quality. The frames maintain decent resolution and a consistent monochrome aesthetic, with atmospheric lighting and visible grain that support the intended mood. However, some details remain soft or slightly blurred, and there are occasional minor artifacts that prevent a higher-fidelity impression. The sequence remains coherent and stable, but it does not reach high-detail sharpness throughout.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt—man on elevated terrain, dramatic lighting, and a windswept ambiance with a dark robe. However, certain aspects are underrepresented: the sword is not clearly visible, and the hair length and wind interaction are not consistently conveyed. The overall alignment is moderate, reflecting partial fulfillment of the prompt rather than full fidelity.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical behavior: the figure remains grounded, the robe responds to wind, and the lighting supports depth and atmosphere. Some minor inconsistencies exist (e.g., wind effects on hair and fabric could be more pronounced), but they do not break the overall coherence. Overall, physical consistency is acceptable but not exceptional.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.015625,
+                    "TA": 3.234375,
+                    "MQ": 3.15625,
+                    "Overall": 9.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot in extreme slow motion, focusing on a man atop a windswept mountaintop. The scene features high-contrast, grainy black-and-white imagery with a piercing vertical light beam through dense clouds, a long-haired figure, a loose dark robe, and an ancient longsword. The wind-driven dynamics are central, with the robe billowing and the figure remaining still while the environment moves dramatically.\n\nVisual Quality Assessment:\nOverall, the video presents a moderate level of visual quality. The frames maintain decent resolution and a consistent monochrome aesthetic, with atmospheric lighting and visible grain that support the intended mood. However, some details remain soft or slightly blurred, and there are occasional minor artifacts that prevent a higher-fidelity impression. The sequence remains coherent and stable, but it does not reach high-detail sharpness throughout.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt—man on elevated terrain, dramatic lighting, and a windswept ambiance with a dark robe. However, certain aspects are underrepresented: the sword is not clearly visible, and the hair length and wind interaction are not consistently conveyed. The overall alignment is moderate, reflecting partial fulfillment of the prompt rather than full fidelity.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical behavior: the figure remains grounded, the robe responds to wind, and the lighting supports depth and atmosphere. Some minor inconsistencies exist (e.g., wind effects on hair and fabric could be more pronounced), but they do not break the overall coherence. Overall, physical consistency is acceptable but not exceptional.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "low-angle shot, shot in extreme slow motion, zooms in on a man standing atop a windswept mountaintop. The image is rendered in high-contrast, grainy black and white. A piercing, nearly vertical beam of light penetrates through a gap in the dense cloud, framing his resolute silhouette. His long, jet-black hair dances wildly back in the invisible wind, each strand captured with unmistakable clarity. He wears a loose, heavy, dark robe, and an ancient longsword slung across his back, its hilt tangled with cords that tremble in the breeze. Rendered in slow motion, his vast robe and enormous cuffs are completely saturated by the wind, the fabric ripping, stretching, and billowing, morphing into dramatic yet graceful waves. Each fold forms and unwinds with a powerful force, as if engaged in a tense struggle against the invisible force of the wind. Although everything around him is dancing wildly, he stands still like a sculpture, his feet firmly rooted on the rugged rocks. His still posture forms a strong visual contrast with the wild dance of his robe, creating a powerful atmosphere of loneliness, solemnity and epic feeling.",
+        "seed": 32166,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_10/index_909_seed_32166_dp_20_rank_40_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.125,
+        "video_score2_ta": 3.234375,
+        "video_score2_mq": 3.125,
+        "video_score2_overall": 9.5,
+        "avg": 9.484375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle shot, shot in extreme slow motion, zooms in on a man standing atop a windswept mountaintop. The image is rendered in high-contrast, grainy black and white. A piercing, nearly vertical beam of light penetrates through a gap in the dense cloud, framing his resolute silhouette. His long, jet-black hair dances wildly back in the invisible wind, each strand captured with unmistakable clarity. He wears a loose, heavy, dark robe, and an ancient longsword slung across his back, its hilt tangled with cords that tremble in the breeze. Rendered in slow motion, his vast robe and enormous cuffs are completely saturated by the wind, the fabric ripping, stretching, and billowing, morphing into dramatic yet graceful waves. Each fold forms and unwinds with a powerful force, as if engaged in a tense struggle against the invisible force of the wind. Although everything around him is dancing wildly, he stands still like a sculpture, his feet firmly rooted on the rugged rocks. His still posture forms a strong visual contrast with the wild dance of his robe, creating a powerful atmosphere of loneliness, solemnity and epic feeling.",
+                "token_credit_reward": 9.5,
+                "selected_reward": 9.5,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a cinematic scene featuring a man on a windswept mountaintop, rendered in high-contrast monochrome with a dramatic lighting setup. Key elements include a low-angle shot, extreme slow motion, a piercing vertical light beam, flowing hair, a loose dark robe, an ancient longsword, and a stance that conveys resilience against the wind. The overall intent is to evoke a powerful sense of solitude and epic drama.\n\nVisual Quality Assessment:\nAcross the sequence, the visuals maintain a moody, high-contrast aesthetic with deliberate grain and atmospheric effects. The silhouette remains clearly defined against the cloudy sky, and the lighting contributes to a cinematic feel. However, some frames show mild softness or minor artifacting, which slightly reduces perceived sharpness. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several core aspects of the prompt—man on a mountaintop, dramatic lighting, flowing hair, and a flowing robe. Yet certain dynamic details are underrepresented: the extreme slow-motion effect is not convincingly conveyed, and the sword’s presence and its interaction with the wind are not clearly depicted. The alignment is acceptable but not fully faithful, resulting in a moderate score (3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physics: the figure stands solidly on rocky terrain, wind interacts with clothing in a believable manner, and lighting/shadows align with the environment. No obvious physical contradictions are present, supporting a moderate level of common-sense consistency (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.125,
+                    "TA": 3.234375,
+                    "MQ": 3.125,
+                    "Overall": 9.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a cinematic scene featuring a man on a windswept mountaintop, rendered in high-contrast monochrome with a dramatic lighting setup. Key elements include a low-angle shot, extreme slow motion, a piercing vertical light beam, flowing hair, a loose dark robe, an ancient longsword, and a stance that conveys resilience against the wind. The overall intent is to evoke a powerful sense of solitude and epic drama.\n\nVisual Quality Assessment:\nAcross the sequence, the visuals maintain a moody, high-contrast aesthetic with deliberate grain and atmospheric effects. The silhouette remains clearly defined against the cloudy sky, and the lighting contributes to a cinematic feel. However, some frames show mild softness or minor artifacting, which slightly reduces perceived sharpness. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several core aspects of the prompt—man on a mountaintop, dramatic lighting, flowing hair, and a flowing robe. Yet certain dynamic details are underrepresented: the extreme slow-motion effect is not convincingly conveyed, and the sword’s presence and its interaction with the wind are not clearly depicted. The alignment is acceptable but not fully faithful, resulting in a moderate score (3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physics: the figure stands solidly on rocky terrain, wind interacts with clothing in a believable manner, and lighting/shadows align with the environment. No obvious physical contradictions are present, supporting a moderate level of common-sense consistency (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "low-angle shot, shot in extreme slow motion, zooms in on a man standing atop a windswept mountaintop. The image is rendered in high-contrast, grainy black and white. A piercing, nearly vertical beam of light penetrates through a gap in the dense cloud, framing his resolute silhouette. His long, jet-black hair dances wildly back in the invisible wind, each strand captured with unmistakable clarity. He wears a loose, heavy, dark robe, and an ancient longsword slung across his back, its hilt tangled with cords that tremble in the breeze. Rendered in slow motion, his vast robe and enormous cuffs are completely saturated by the wind, the fabric ripping, stretching, and billowing, morphing into dramatic yet graceful waves. Each fold forms and unwinds with a powerful force, as if engaged in a tense struggle against the invisible force of the wind. Although everything around him is dancing wildly, he stands still like a sculpture, his feet firmly rooted on the rugged rocks. His still posture forms a strong visual contrast with the wild dance of his robe, creating a powerful atmosphere of loneliness, solemnity and epic feeling.",
+        "seed": 32167,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_10/index_909_seed_32167_dp_21_rank_42_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.796875,
+        "video_score2_ta": 3.0,
+        "video_score2_mq": 3.09375,
+        "video_score2_overall": 8.875,
+        "avg": 8.890625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle shot, shot in extreme slow motion, zooms in on a man standing atop a windswept mountaintop. The image is rendered in high-contrast, grainy black and white. A piercing, nearly vertical beam of light penetrates through a gap in the dense cloud, framing his resolute silhouette. His long, jet-black hair dances wildly back in the invisible wind, each strand captured with unmistakable clarity. He wears a loose, heavy, dark robe, and an ancient longsword slung across his back, its hilt tangled with cords that tremble in the breeze. Rendered in slow motion, his vast robe and enormous cuffs are completely saturated by the wind, the fabric ripping, stretching, and billowing, morphing into dramatic yet graceful waves. Each fold forms and unwinds with a powerful force, as if engaged in a tense struggle against the invisible force of the wind. Although everything around him is dancing wildly, he stands still like a sculpture, his feet firmly rooted on the rugged rocks. His still posture forms a strong visual contrast with the wild dance of his robe, creating a powerful atmosphere of loneliness, solemnity and epic feeling.",
+                "token_credit_reward": 8.875,
+                "selected_reward": 8.875,
+                "frame_importance": [
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+                "credit_map_shape": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot in extreme slow motion, focusing on a man atop a windswept mountaintop, rendered in high-contrast grainy black and white, with a piercing vertical beam of light through dense clouds, a long black hair, a loose heavy dark robe, and an ancient longsword across the back. In the video, several elements align (the figure, the dramatic lighting, the silhouette, the robe, and the sword), but key aspects are not fully realized: the camera angle does not convincingly read as low-angle, the sequence lacks clear evidence of extreme slow motion, and the wind-driven dynamics are only partially conveyed. Overall, the alignment with the prompt is moderate rather than exact.\n\nVisual Quality Analysis:\nThe frames show decent resolution with some grain and atmospheric haze, and the silhouette remains readable against the sky. Lighting creates a strong contrast between the figure and the background, and the composition stays coherent across frames. However, there are noticeable limitations: the overall sharpness is moderate due to softness and haze, and fine details are not consistently crisp. The result is acceptable but not outstanding, reflecting a mid-range visual quality.\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt — a solitary figure on elevated terrain, dramatic lighting, a dark robe, and a visible sword — and maintains a consistent silhouette. Yet essential aspects such as the low-angle perspective, the explicit depiction of extreme slow motion, and the dynamic wind effects are not convincingly realized. The alignment is therefore moderate, with some elements present and others underrepresented or ambiguous.\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible spatial relationships and a coherent silhouette, but the wind interaction and fabric dynamics are not strongly convincing. The robe movement reads as relatively static rather than dynamically driven by wind, which reduces the perceived realism of the physical behavior. Overall, physical consistency is moderate.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.796875,
+                    "TA": 3.0,
+                    "MQ": 3.09375,
+                    "Overall": 8.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle shot in extreme slow motion, focusing on a man atop a windswept mountaintop, rendered in high-contrast grainy black and white, with a piercing vertical beam of light through dense clouds, a long black hair, a loose heavy dark robe, and an ancient longsword across the back. In the video, several elements align (the figure, the dramatic lighting, the silhouette, the robe, and the sword), but key aspects are not fully realized: the camera angle does not convincingly read as low-angle, the sequence lacks clear evidence of extreme slow motion, and the wind-driven dynamics are only partially conveyed. Overall, the alignment with the prompt is moderate rather than exact.\n\nVisual Quality Analysis:\nThe frames show decent resolution with some grain and atmospheric haze, and the silhouette remains readable against the sky. Lighting creates a strong contrast between the figure and the background, and the composition stays coherent across frames. However, there are noticeable limitations: the overall sharpness is moderate due to softness and haze, and fine details are not consistently crisp. The result is acceptable but not outstanding, reflecting a mid-range visual quality.\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt — a solitary figure on elevated terrain, dramatic lighting, a dark robe, and a visible sword — and maintains a consistent silhouette. Yet essential aspects such as the low-angle perspective, the explicit depiction of extreme slow motion, and the dynamic wind effects are not convincingly realized. The alignment is therefore moderate, with some elements present and others underrepresented or ambiguous.\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible spatial relationships and a coherent silhouette, but the wind interaction and fabric dynamics are not strongly convincing. The robe movement reads as relatively static rather than dynamically driven by wind, which reduces the perceived realism of the physical behavior. Overall, physical consistency is moderate.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "low-angle shot, shot in extreme slow motion, zooms in on a man standing atop a windswept mountaintop. The image is rendered in high-contrast, grainy black and white. A piercing, nearly vertical beam of light penetrates through a gap in the dense cloud, framing his resolute silhouette. His long, jet-black hair dances wildly back in the invisible wind, each strand captured with unmistakable clarity. He wears a loose, heavy, dark robe, and an ancient longsword slung across his back, its hilt tangled with cords that tremble in the breeze. Rendered in slow motion, his vast robe and enormous cuffs are completely saturated by the wind, the fabric ripping, stretching, and billowing, morphing into dramatic yet graceful waves. Each fold forms and unwinds with a powerful force, as if engaged in a tense struggle against the invisible force of the wind. Although everything around him is dancing wildly, he stands still like a sculpture, his feet firmly rooted on the rugged rocks. His still posture forms a strong visual contrast with the wild dance of his robe, creating a powerful atmosphere of loneliness, solemnity and epic feeling.",
+        "seed": 32168,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_10/index_909_seed_32168_dp_21_rank_42_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 10,
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+                ],
+                "credit_map_shape": [
+                    3,
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+                    32
+                ],
+                "top_frames": [
+                    2,
+                    0,
+                    1
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a cinematic scene featuring a man on a windswept mountaintop, rendered in high-contrast monochrome with a piercing vertical light beam, long jet-black hair, a loose dark robe, and an ancient longsword. The sequence emphasizes extreme slow motion, dramatic wind-driven motion of the robe, and a stark contrast between the figure and the turbulent environment. The overall intent is to convey epic scale, solitude, and a powerful visual metaphor.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are coherent but not outstanding. The resolution is adequate and the silhouette remains readable, with a consistent high-contrast look and moody lighting. There is some grain and atmospheric haze that contribute to the mood, and the hair and robe show wind-driven movement. However, fine details (especially facial features and weapon specifics) remain underdefined due to the silhouette style, and there are occasional minor artifacts or softness that prevent a higher-fidelity impression. Overall, Visual Quality is moderate rather than exceptional.\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—man on a mountaintop, dramatic lighting, wind-swept hair, flowing robe, and a sense of scale. However, certain aspects are not fully realized: the weapon’s hilt and the precise interaction with the wind are not clearly depicted, and the overall motion does not consistently convey the extreme slow-motion dynamics described. The alignment is acceptable but not perfect, reflecting a mid-level correspondence to the prompt.\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible physical behavior: the figure remains grounded, the robe responds to wind, and the lighting supports depth and atmosphere. Some minor inconsistencies exist (e.g., limited visibility of the sword’s details and the exact dynamics of the wind-affected fabric), but they do not break the overall coherence. The result is a believable depiction with moderate physical realism.\n\nOverall assessment:\nThe video presents a balanced interpretation of the prompt, delivering a cohesive mood and narrative cues while maintaining moderate visual fidelity and physical plausibility.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.921875,
+                    "TA": 3.0,
+                    "MQ": 3.171875,
+                    "Overall": 9.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a cinematic scene featuring a man on a windswept mountaintop, rendered in high-contrast monochrome with a piercing vertical light beam, long jet-black hair, a loose dark robe, and an ancient longsword. The sequence emphasizes extreme slow motion, dramatic wind-driven motion of the robe, and a stark contrast between the figure and the turbulent environment. The overall intent is to convey epic scale, solitude, and a powerful visual metaphor.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are coherent but not outstanding. The resolution is adequate and the silhouette remains readable, with a consistent high-contrast look and moody lighting. There is some grain and atmospheric haze that contribute to the mood, and the hair and robe show wind-driven movement. However, fine details (especially facial features and weapon specifics) remain underdefined due to the silhouette style, and there are occasional minor artifacts or softness that prevent a higher-fidelity impression. Overall, Visual Quality is moderate rather than exceptional.\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—man on a mountaintop, dramatic lighting, wind-swept hair, flowing robe, and a sense of scale. However, certain aspects are not fully realized: the weapon’s hilt and the precise interaction with the wind are not clearly depicted, and the overall motion does not consistently convey the extreme slow-motion dynamics described. The alignment is acceptable but not perfect, reflecting a mid-level correspondence to the prompt.\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible physical behavior: the figure remains grounded, the robe responds to wind, and the lighting supports depth and atmosphere. Some minor inconsistencies exist (e.g., limited visibility of the sword’s details and the exact dynamics of the wind-affected fabric), but they do not break the overall coherence. The result is a believable depiction with moderate physical realism.\n\nOverall assessment:\nThe video presents a balanced interpretation of the prompt, delivering a cohesive mood and narrative cues while maintaining moderate visual fidelity and physical plausibility.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_11/index_tensor([5330, 5330])_group_11_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_11/index_tensor([5330, 5330])_group_11_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b5b52ccc41218497cb6cbbf3e5e56fb4f0b796b
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_11/index_tensor([5330, 5330])_group_11_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "dramatic low-angle shot, positioned near the base of a massive, ancient oak tree, captures the storm's primal fury as the camera itself seems to tremble and vibrate in sync with the tree's violent movements. Tilting slightly upward, the camera gazes down upon thick, gnarled branches that twist and writhe like tortured limbs beneath a turbulent, purplish-blue sky. The tree's massive trunk is a landscape unto itself, its dark, rain-smooth bark deeply furrowed and adorned with patches of vibrant green moss. Under the relentless assault of the howling wind, the entire upper canopy sways and groans heavily, its largest limbs moving in powerful, jittery motions while smaller, skeletal branches whip back and forth in a chaotic frenzy. The storm's low, oppressive light drains the scene of color, creating stark, high-contrast images and sculpting the tree into a menacing silhouette. The violent shaking of the entire frame, not due to deliberate camera movement but rather a direct, visceral response to the tree's struggles, immerses the viewer in the tension, chaos, and awe-inspiring power of nature.",
+        "seed": 10680,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_11/index_5330_seed_10680_dp_22_rank_44_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.125,
+        "video_score2_ta": 2.0625,
+        "video_score2_mq": 3.203125,
+        "video_score2_overall": 8.375,
+        "avg": 8.390625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dramatic low-angle shot, positioned near the base of a massive, ancient oak tree, captures the storm's primal fury as the camera itself seems to tremble and vibrate in sync with the tree's violent movements. Tilting slightly upward, the camera gazes down upon thick, gnarled branches that twist and writhe like tortured limbs beneath a turbulent, purplish-blue sky. The tree's massive trunk is a landscape unto itself, its dark, rain-smooth bark deeply furrowed and adorned with patches of vibrant green moss. Under the relentless assault of the howling wind, the entire upper canopy sways and groans heavily, its largest limbs moving in powerful, jittery motions while smaller, skeletal branches whip back and forth in a chaotic frenzy. The storm's low, oppressive light drains the scene of color, creating stark, high-contrast images and sculpting the tree into a menacing silhouette. The violent shaking of the entire frame, not due to deliberate camera movement but rather a direct, visceral response to the tree's struggles, immerses the viewer in the tension, chaos, and awe-inspiring power of nature.",
+                "token_credit_reward": 8.375,
+                "selected_reward": 8.375,
+                "frame_importance": [
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+                    0.34782874584198,
+                    0.35033637285232544
+                ],
+                "credit_map": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dramatic low-angle shot near the base of a massive ancient oak during a storm, with the camera trembling in sync with the tree's movements, tilting upward to reveal thick gnarled branches, a turbulent purplish-blue sky, a deeply furrowed bark with moss, and a scene of howling wind causing heavy sway and chaotic motion under low oppressive lighting. The intended effect is a visceral, immersive portrayal of nature's raw power.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are coherent and atmospheric, with moody lighting and a blue-purple tint that supports the stormy mood. The tree remains clearly defined against the sky, and the overall composition is stable. However, the sequence reads as relatively static, with limited dynamic motion between frames, which reduces the perceived visual impact. There are no obvious artifacts or distortions, and the resolution is adequate, but the lack of kinetic variation keeps the visual quality at a moderate level.\n\nText-to-Video Alignment Analysis:\nThe video captures several elements of the prompt—dramatic low-angle framing, a large ancient tree, and a stormy atmosphere with a moody sky. Yet key aspects of the prompt are not realized: there is little to no camera shake or upward tilt, the bark texture lacks visible moss, and the wind-driven dynamics are not convincingly portrayed. Overall, alignment is moderate: some core ideas are present, but important motion and texture details are missing.\n\nPhysical Consistency (Common-sense):\nThe scene maintains plausible spatial relationships and lighting, with a believable tree form and environmental context. The absence of expected wind-induced motion and the static presentation introduce mild inconsistencies with real-world physics, though they do not break coherence. Overall, physical consistency is acceptable but not strongly convincing.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.125,
+                    "TA": 2.0625,
+                    "MQ": 3.203125,
+                    "Overall": 8.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dramatic low-angle shot near the base of a massive ancient oak during a storm, with the camera trembling in sync with the tree's movements, tilting upward to reveal thick gnarled branches, a turbulent purplish-blue sky, a deeply furrowed bark with moss, and a scene of howling wind causing heavy sway and chaotic motion under low oppressive lighting. The intended effect is a visceral, immersive portrayal of nature's raw power.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are coherent and atmospheric, with moody lighting and a blue-purple tint that supports the stormy mood. The tree remains clearly defined against the sky, and the overall composition is stable. However, the sequence reads as relatively static, with limited dynamic motion between frames, which reduces the perceived visual impact. There are no obvious artifacts or distortions, and the resolution is adequate, but the lack of kinetic variation keeps the visual quality at a moderate level.\n\nText-to-Video Alignment Analysis:\nThe video captures several elements of the prompt—dramatic low-angle framing, a large ancient tree, and a stormy atmosphere with a moody sky. Yet key aspects of the prompt are not realized: there is little to no camera shake or upward tilt, the bark texture lacks visible moss, and the wind-driven dynamics are not convincingly portrayed. Overall, alignment is moderate: some core ideas are present, but important motion and texture details are missing.\n\nPhysical Consistency (Common-sense):\nThe scene maintains plausible spatial relationships and lighting, with a believable tree form and environmental context. The absence of expected wind-induced motion and the static presentation introduce mild inconsistencies with real-world physics, though they do not break coherence. Overall, physical consistency is acceptable but not strongly convincing.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "dramatic low-angle shot, positioned near the base of a massive, ancient oak tree, captures the storm's primal fury as the camera itself seems to tremble and vibrate in sync with the tree's violent movements. Tilting slightly upward, the camera gazes down upon thick, gnarled branches that twist and writhe like tortured limbs beneath a turbulent, purplish-blue sky. The tree's massive trunk is a landscape unto itself, its dark, rain-smooth bark deeply furrowed and adorned with patches of vibrant green moss. Under the relentless assault of the howling wind, the entire upper canopy sways and groans heavily, its largest limbs moving in powerful, jittery motions while smaller, skeletal branches whip back and forth in a chaotic frenzy. The storm's low, oppressive light drains the scene of color, creating stark, high-contrast images and sculpting the tree into a menacing silhouette. The violent shaking of the entire frame, not due to deliberate camera movement but rather a direct, visceral response to the tree's struggles, immerses the viewer in the tension, chaos, and awe-inspiring power of nature.",
+        "seed": 10681,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_11/index_5330_seed_10681_dp_22_rank_44_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.203125,
+        "video_score2_ta": 1.8671875,
+        "video_score2_mq": 3.203125,
+        "video_score2_overall": 8.25,
+        "avg": 8.2734375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dramatic low-angle shot, positioned near the base of a massive, ancient oak tree, captures the storm's primal fury as the camera itself seems to tremble and vibrate in sync with the tree's violent movements. Tilting slightly upward, the camera gazes down upon thick, gnarled branches that twist and writhe like tortured limbs beneath a turbulent, purplish-blue sky. The tree's massive trunk is a landscape unto itself, its dark, rain-smooth bark deeply furrowed and adorned with patches of vibrant green moss. Under the relentless assault of the howling wind, the entire upper canopy sways and groans heavily, its largest limbs moving in powerful, jittery motions while smaller, skeletal branches whip back and forth in a chaotic frenzy. The storm's low, oppressive light drains the scene of color, creating stark, high-contrast images and sculpting the tree into a menacing silhouette. The violent shaking of the entire frame, not due to deliberate camera movement but rather a direct, visceral response to the tree's struggles, immerses the viewer in the tension, chaos, and awe-inspiring power of nature.",
+                "token_credit_reward": 8.25,
+                "selected_reward": 8.25,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dramatic low-angle shot near the base of a massive ancient oak during a storm, with the camera trembling in sync with the tree's movements, tilting upward to reveal thick gnarled branches and a turbulent purplish-blue sky. The scene should emphasize the tree's massive trunk, rain-smooth bark with moss, and a howling wind driving heavy sway, all under low oppressive lighting to create stark contrast and a visceral storm experience.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are coherent and atmospheric, with moody lighting and a blue-purple tint that supports the stormy mood. The tree remains clearly defined against the sky, and the overall composition is stable. However, there is limited dynamic variation between frames; motion appears restrained and the sequence reads more as a contemplative, restrained portrayal than a highly kinetic storm. No obvious artifacts or distortions are present, and the scene maintains consistent lighting and color balance. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—dramatic low-angle framing, a large ancient tree, and a stormy atmosphere with a tilted perspective. Yet it does not fully realize the described intensity: the camera shake and the tree's dramatic, powerful movements are not convincingly conveyed, and the wind-driven dynamics feel understated. The alignment is acceptable but not strong, reflecting a moderate level of fidelity to the prompt (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene adheres to plausible physical behavior: the tree structure, branch distribution, and interaction with wind appear believable, and lighting remains consistent with a storm setting. There are no evident violations of physics or common sense, and the overall depiction remains coherent and credible. This dimension is rated as moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.203125,
+                    "TA": 1.8671875,
+                    "MQ": 3.203125,
+                    "Overall": 8.25
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dramatic low-angle shot near the base of a massive ancient oak during a storm, with the camera trembling in sync with the tree's movements, tilting upward to reveal thick gnarled branches and a turbulent purplish-blue sky. The scene should emphasize the tree's massive trunk, rain-smooth bark with moss, and a howling wind driving heavy sway, all under low oppressive lighting to create stark contrast and a visceral storm experience.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are coherent and atmospheric, with moody lighting and a blue-purple tint that supports the stormy mood. The tree remains clearly defined against the sky, and the overall composition is stable. However, there is limited dynamic variation between frames; motion appears restrained and the sequence reads more as a contemplative, restrained portrayal than a highly kinetic storm. No obvious artifacts or distortions are present, and the scene maintains consistent lighting and color balance. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—dramatic low-angle framing, a large ancient tree, and a stormy atmosphere with a tilted perspective. Yet it does not fully realize the described intensity: the camera shake and the tree's dramatic, powerful movements are not convincingly conveyed, and the wind-driven dynamics feel understated. The alignment is acceptable but not strong, reflecting a moderate level of fidelity to the prompt (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene adheres to plausible physical behavior: the tree structure, branch distribution, and interaction with wind appear believable, and lighting remains consistent with a storm setting. There are no evident violations of physics or common sense, and the overall depiction remains coherent and credible. This dimension is rated as moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "dramatic low-angle shot, positioned near the base of a massive, ancient oak tree, captures the storm's primal fury as the camera itself seems to tremble and vibrate in sync with the tree's violent movements. Tilting slightly upward, the camera gazes down upon thick, gnarled branches that twist and writhe like tortured limbs beneath a turbulent, purplish-blue sky. The tree's massive trunk is a landscape unto itself, its dark, rain-smooth bark deeply furrowed and adorned with patches of vibrant green moss. Under the relentless assault of the howling wind, the entire upper canopy sways and groans heavily, its largest limbs moving in powerful, jittery motions while smaller, skeletal branches whip back and forth in a chaotic frenzy. The storm's low, oppressive light drains the scene of color, creating stark, high-contrast images and sculpting the tree into a menacing silhouette. The violent shaking of the entire frame, not due to deliberate camera movement but rather a direct, visceral response to the tree's struggles, immerses the viewer in the tension, chaos, and awe-inspiring power of nature.",
+        "seed": 10682,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_11/index_5330_seed_10682_dp_23_rank_46_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.28125,
+        "video_score2_ta": 2.03125,
+        "video_score2_mq": 3.234375,
+        "video_score2_overall": 8.5625,
+        "avg": 8.546875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dramatic low-angle shot, positioned near the base of a massive, ancient oak tree, captures the storm's primal fury as the camera itself seems to tremble and vibrate in sync with the tree's violent movements. Tilting slightly upward, the camera gazes down upon thick, gnarled branches that twist and writhe like tortured limbs beneath a turbulent, purplish-blue sky. The tree's massive trunk is a landscape unto itself, its dark, rain-smooth bark deeply furrowed and adorned with patches of vibrant green moss. Under the relentless assault of the howling wind, the entire upper canopy sways and groans heavily, its largest limbs moving in powerful, jittery motions while smaller, skeletal branches whip back and forth in a chaotic frenzy. The storm's low, oppressive light drains the scene of color, creating stark, high-contrast images and sculpting the tree into a menacing silhouette. The violent shaking of the entire frame, not due to deliberate camera movement but rather a direct, visceral response to the tree's struggles, immerses the viewer in the tension, chaos, and awe-inspiring power of nature.",
+                "token_credit_reward": 8.5625,
+                "selected_reward": 8.5625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dramatic low-angle shot near the base of a massive ancient oak during a storm, with the camera trembling in sync with the tree's movements, tilting upward to reveal thick gnarled branches and a turbulent purplish-blue sky. The scene should feature a rain-smooth bark with moss, heavy sway of the canopy, and a visceral, howling-wind atmosphere that strips color and creates stark high-contrast silhouettes. The intended effect is a raw, immersive portrayal of nature's power.\n\nVisual Quality Assessment:\nAcross the frames, the visuals present a moody blue palette and atmospheric haze that contribute to the stormy mood. The tree remains clearly identifiable with visible branches and texture, and lighting maintains a consistent stormy tone. However, there is noticeable softness and some blur in foliage and distant areas, which reduces overall sharpness. The sequence appears relatively static with limited motion between frames, and while the color grading supports the theme, the image clarity does not reach high-fidelity levels. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt—dramatic low-angle framing, a large gnarled tree, and a stormy atmosphere with a blue-tinted sky. However, key dynamic aspects described in the prompt are underrepresented: there is little to no camera shake or wind-driven motion, and the tree's branches do not visibly sway or move in response to wind. The moss detail and bark texture are present but not emphasized, and the intended visceral intensity is only partially realized. Overall alignment is moderate (score 3).\n\nPhysical Consistency / Common-sense:\nThe scene adheres to plausible physical behavior: the tree structure, branch connections, and atmospheric effects align with real-world expectations. There are no obvious violations of physics or common-sense constraints, though the lack of motion slightly diminishes the perceived dynamism. Overall, Physical Consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.28125,
+                    "TA": 2.03125,
+                    "MQ": 3.234375,
+                    "Overall": 8.5625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dramatic low-angle shot near the base of a massive ancient oak during a storm, with the camera trembling in sync with the tree's movements, tilting upward to reveal thick gnarled branches and a turbulent purplish-blue sky. The scene should feature a rain-smooth bark with moss, heavy sway of the canopy, and a visceral, howling-wind atmosphere that strips color and creates stark high-contrast silhouettes. The intended effect is a raw, immersive portrayal of nature's power.\n\nVisual Quality Assessment:\nAcross the frames, the visuals present a moody blue palette and atmospheric haze that contribute to the stormy mood. The tree remains clearly identifiable with visible branches and texture, and lighting maintains a consistent stormy tone. However, there is noticeable softness and some blur in foliage and distant areas, which reduces overall sharpness. The sequence appears relatively static with limited motion between frames, and while the color grading supports the theme, the image clarity does not reach high-fidelity levels. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt—dramatic low-angle framing, a large gnarled tree, and a stormy atmosphere with a blue-tinted sky. However, key dynamic aspects described in the prompt are underrepresented: there is little to no camera shake or wind-driven motion, and the tree's branches do not visibly sway or move in response to wind. The moss detail and bark texture are present but not emphasized, and the intended visceral intensity is only partially realized. Overall alignment is moderate (score 3).\n\nPhysical Consistency / Common-sense:\nThe scene adheres to plausible physical behavior: the tree structure, branch connections, and atmospheric effects align with real-world expectations. There are no obvious violations of physics or common-sense constraints, though the lack of motion slightly diminishes the perceived dynamism. Overall, Physical Consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "dramatic low-angle shot, positioned near the base of a massive, ancient oak tree, captures the storm's primal fury as the camera itself seems to tremble and vibrate in sync with the tree's violent movements. Tilting slightly upward, the camera gazes down upon thick, gnarled branches that twist and writhe like tortured limbs beneath a turbulent, purplish-blue sky. The tree's massive trunk is a landscape unto itself, its dark, rain-smooth bark deeply furrowed and adorned with patches of vibrant green moss. Under the relentless assault of the howling wind, the entire upper canopy sways and groans heavily, its largest limbs moving in powerful, jittery motions while smaller, skeletal branches whip back and forth in a chaotic frenzy. The storm's low, oppressive light drains the scene of color, creating stark, high-contrast images and sculpting the tree into a menacing silhouette. The violent shaking of the entire frame, not due to deliberate camera movement but rather a direct, visceral response to the tree's struggles, immerses the viewer in the tension, chaos, and awe-inspiring power of nature.",
+        "seed": 10683,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_11/index_5330_seed_10683_dp_23_rank_46_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.015625,
+        "video_score2_ta": 2.078125,
+        "video_score2_mq": 3.140625,
+        "video_score2_overall": 8.25,
+        "avg": 8.234375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dramatic low-angle shot, positioned near the base of a massive, ancient oak tree, captures the storm's primal fury as the camera itself seems to tremble and vibrate in sync with the tree's violent movements. Tilting slightly upward, the camera gazes down upon thick, gnarled branches that twist and writhe like tortured limbs beneath a turbulent, purplish-blue sky. The tree's massive trunk is a landscape unto itself, its dark, rain-smooth bark deeply furrowed and adorned with patches of vibrant green moss. Under the relentless assault of the howling wind, the entire upper canopy sways and groans heavily, its largest limbs moving in powerful, jittery motions while smaller, skeletal branches whip back and forth in a chaotic frenzy. The storm's low, oppressive light drains the scene of color, creating stark, high-contrast images and sculpting the tree into a menacing silhouette. The violent shaking of the entire frame, not due to deliberate camera movement but rather a direct, visceral response to the tree's struggles, immerses the viewer in the tension, chaos, and awe-inspiring power of nature.",
+                "token_credit_reward": 8.25,
+                "selected_reward": 8.25,
+                "frame_importance": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dramatic low-angle shot near the base of a massive ancient oak during a storm, with the camera trembling in sync with the tree's movements, tilting upward to reveal thick gnarled branches and a turbulent purplish-blue sky. The trunk is presented as a landscape, with rain-smooth bark, furrows, and patches of vibrant green moss. The scene should show the tree swaying and groaning under howling wind, with large limbs moving powerfully and smaller branches whipping in a chaotic frenzy. The storm's low light is expected to drain color, create stark high-contrast imagery, and sculpt the tree into a menacing silhouette, with the entire frame reacting violently to the tree's struggles.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are coherent and atmospheric, with a consistent blue-teal palette and moody lighting. The resolution is adequate, and there is a convincing depth of field with foreground branches softly blurred against a darker background. Atmospheric effects such as mist or rain are present and contribute to the mood. However, the sequence remains relatively static, with limited motion between frames, which reduces dynamic impact. Overall, the visual quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several prompt elements—dramatic low-angle framing, a large ancient tree, and a stormy atmosphere with blue lighting. Yet key aspects of the prompt are not realized: there is no evident camera shake or wind-driven movement, and the tree's sway or branch motion is minimal. The alignment is therefore moderate (score 3).\n\nPhysical/Common-sense Consistency Assessment:\nThe scene maintains plausible physical relationships: lighting, perspective, and scale feel coherent, and there are no obvious physics violations. The lack of dynamic motion does not introduce inconsistencies; it simply limits the perceived realism of a turbulent storm. Overall, physical/common-sense consistency is moderate (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical/Common-sense Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.015625,
+                    "TA": 2.078125,
+                    "MQ": 3.140625,
+                    "Overall": 8.25
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dramatic low-angle shot near the base of a massive ancient oak during a storm, with the camera trembling in sync with the tree's movements, tilting upward to reveal thick gnarled branches and a turbulent purplish-blue sky. The trunk is presented as a landscape, with rain-smooth bark, furrows, and patches of vibrant green moss. The scene should show the tree swaying and groaning under howling wind, with large limbs moving powerfully and smaller branches whipping in a chaotic frenzy. The storm's low light is expected to drain color, create stark high-contrast imagery, and sculpt the tree into a menacing silhouette, with the entire frame reacting violently to the tree's struggles.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are coherent and atmospheric, with a consistent blue-teal palette and moody lighting. The resolution is adequate, and there is a convincing depth of field with foreground branches softly blurred against a darker background. Atmospheric effects such as mist or rain are present and contribute to the mood. However, the sequence remains relatively static, with limited motion between frames, which reduces dynamic impact. Overall, the visual quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several prompt elements—dramatic low-angle framing, a large ancient tree, and a stormy atmosphere with blue lighting. Yet key aspects of the prompt are not realized: there is no evident camera shake or wind-driven movement, and the tree's sway or branch motion is minimal. The alignment is therefore moderate (score 3).\n\nPhysical/Common-sense Consistency Assessment:\nThe scene maintains plausible physical relationships: lighting, perspective, and scale feel coherent, and there are no obvious physics violations. The lack of dynamic motion does not introduce inconsistencies; it simply limits the perceived realism of a turbulent storm. Overall, physical/common-sense consistency is moderate (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical/Common-sense Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_12/index_tensor([9707, 9707])_group_12_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_12/index_tensor([9707, 9707])_group_12_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..8aa23745c67ddf38c91758192c40548dd2bb83e2
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_12/index_tensor([9707, 9707])_group_12_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "static, mid-close-up shot from a horizontal angle captures an elegant champagne bottle brought to life in the style of a lovely fairytale illustration. The bottle, clad in classic dark green glass and encased in a shimmering gold foil, reflects beautifully under the soft, warm light. The blurred, dark background creates a dreamlike atmosphere, allowing the subject to stand out. Countless shimmering golden bubbles slowly rise from the bottom of the bottle, circling it like a group of lively spirits, playfully clinging to the glass surface, shimmering with enchanting specks of light. Most captivating of all, delicate limbs composed of the same material slowly and carefully extend from the smooth side of the bottle. Their movements are graceful and unhurried, as if they have just awakened from a long, sweet sleep and are stretching themselves. The entire image is imbued with a magical and tranquil charm, with soft light and shadow and warm colors, perfectly capturing an enchanting moment from a fairytale.",
+        "seed": 32717,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_12/index_9707_seed_32717_dp_24_rank_48_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.515625,
+        "video_score2_ta": 1.90625,
+        "video_score2_mq": 2.734375,
+        "video_score2_overall": 8.1875,
+        "avg": 8.15625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, mid-close-up shot from a horizontal angle captures an elegant champagne bottle brought to life in the style of a lovely fairytale illustration. The bottle, clad in classic dark green glass and encased in a shimmering gold foil, reflects beautifully under the soft, warm light. The blurred, dark background creates a dreamlike atmosphere, allowing the subject to stand out. Countless shimmering golden bubbles slowly rise from the bottom of the bottle, circling it like a group of lively spirits, playfully clinging to the glass surface, shimmering with enchanting specks of light. Most captivating of all, delicate limbs composed of the same material slowly and carefully extend from the smooth side of the bottle. Their movements are graceful and unhurried, as if they have just awakened from a long, sweet sleep and are stretching themselves. The entire image is imbued with a magical and tranquil charm, with soft light and shadow and warm colors, perfectly capturing an enchanting moment from a fairytale.",
+                "token_credit_reward": 8.1875,
+                "selected_reward": 8.1875,
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+                "credit_map_shape": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a static, mid-close-up shot from a horizontal angle featuring an elegant champagne bottle brought to life in a fairy-tale style. The bottle is depicted with classic dark green glass and a shimmering gold foil, reflecting beautifully under soft, warm lighting. The background is blurred and dark to create a dreamlike atmosphere, and the scene should include countless shimmering golden bubbles rising from the bottom of the bottle, circling around it, and delicate limbs extending from the bottle's smooth side, moving gracefully as if awakening from sleep.\n\nVisual Quality Assessment:\nOverall, the visual quality is moderate (score 3). The frames show decent resolution with some blur and softness that may be stylistic or due to rendering limitations. The bottle remains identifiable across frames, and the warm lighting helps convey the intended mood. There are no major distortions or abrupt frame-to-frame changes, but fine details are not consistently crisp.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is limited (score 2). While the bottle, green glass, gold accents, and warm lighting are present, several key elements described in the prompt are missing or underdeveloped: there is no clear evidence of bubbles rising from the bottle, and the anticipated delicate limbs extending from the bottle are not observed. The overall narrative of awakening and graceful movement is not realized, resulting in only partial alignment with the requested concept.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The bottle maintains its form and the lighting remains coherent across frames, with no obvious physics violations. However, the absence of the dynamic elements described in the prompt reduces the perceived realism and coherence of the scene.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 2; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.515625,
+                    "TA": 1.90625,
+                    "MQ": 2.734375,
+                    "Overall": 8.1875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a static, mid-close-up shot from a horizontal angle featuring an elegant champagne bottle brought to life in a fairy-tale style. The bottle is depicted with classic dark green glass and a shimmering gold foil, reflecting beautifully under soft, warm lighting. The background is blurred and dark to create a dreamlike atmosphere, and the scene should include countless shimmering golden bubbles rising from the bottom of the bottle, circling around it, and delicate limbs extending from the bottle's smooth side, moving gracefully as if awakening from sleep.\n\nVisual Quality Assessment:\nOverall, the visual quality is moderate (score 3). The frames show decent resolution with some blur and softness that may be stylistic or due to rendering limitations. The bottle remains identifiable across frames, and the warm lighting helps convey the intended mood. There are no major distortions or abrupt frame-to-frame changes, but fine details are not consistently crisp.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is limited (score 2). While the bottle, green glass, gold accents, and warm lighting are present, several key elements described in the prompt are missing or underdeveloped: there is no clear evidence of bubbles rising from the bottle, and the anticipated delicate limbs extending from the bottle are not observed. The overall narrative of awakening and graceful movement is not realized, resulting in only partial alignment with the requested concept.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The bottle maintains its form and the lighting remains coherent across frames, with no obvious physics violations. However, the absence of the dynamic elements described in the prompt reduces the perceived realism and coherence of the scene.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 2; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static, mid-close-up shot from a horizontal angle captures an elegant champagne bottle brought to life in the style of a lovely fairytale illustration. The bottle, clad in classic dark green glass and encased in a shimmering gold foil, reflects beautifully under the soft, warm light. The blurred, dark background creates a dreamlike atmosphere, allowing the subject to stand out. Countless shimmering golden bubbles slowly rise from the bottom of the bottle, circling it like a group of lively spirits, playfully clinging to the glass surface, shimmering with enchanting specks of light. Most captivating of all, delicate limbs composed of the same material slowly and carefully extend from the smooth side of the bottle. Their movements are graceful and unhurried, as if they have just awakened from a long, sweet sleep and are stretching themselves. The entire image is imbued with a magical and tranquil charm, with soft light and shadow and warm colors, perfectly capturing an enchanting moment from a fairytale.",
+        "seed": 32718,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_12/index_9707_seed_32718_dp_24_rank_48_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 12,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a static, mid-close-up shot from a horizontal angle featuring an elegant champagne bottle brought to life in a fairy-tale style. The bottle should be dark green with a gold foil wrap, reflecting light under warm tones, set against a blurred, dark background to create a dreamlike mood. Golden bubbles should rise from the bottom and circle the bottle, while delicate, translucent limbs materialize from the bottle's side, moving gracefully as if emerging from sleep. The overall aesthetic should convey a magical, tranquil moment with soft lighting and warm colors.\n\nVisual Quality Assessment:\nThe frames show a champagne bottle with decent clarity and consistent lighting. The bottle color and gold foil are present, and the background blur contributes to depth. However, the sequence appears largely static across frames, with minimal motion or dynamic elements. While there are no obvious artifacts, the lack of movement reduces the perceived visual quality relative to the prompt’s envisioned animation.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is partial. Core elements such as the bottle, its green hue, and the gold foil are visible, but the essential dynamic components are missing: there are no bubbles rising, no limbs emerging, and no evident motion. The result captures some stylistic cues (warm lighting, dreamy background) but fails to realize the central transformative actions described, yielding a moderate level of alignment.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical properties: the bottle remains structurally coherent, reflections behave consistently, and lighting/shadows align with the setup. There are no obvious physical contradictions. The absence of motion does not introduce physical inconsistencies; it simply limits the narrative realization. Overall, physical consistency is acceptable but not exceptional.\n\nOverall assessment:\nThe video demonstrates competent technical rendering with coherent lighting and composition, yet it does not deliver the dynamic, imaginative transformation described in the prompt. The evaluation indicates moderate performance across Visual Quality, Text-to-Video Alignment, and Physical Consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.890625,
+                    "TA": 1.90625,
+                    "MQ": 3.0625,
+                    "Overall": 8.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a static, mid-close-up shot from a horizontal angle featuring an elegant champagne bottle brought to life in a fairy-tale style. The bottle should be dark green with a gold foil wrap, reflecting light under warm tones, set against a blurred, dark background to create a dreamlike mood. Golden bubbles should rise from the bottom and circle the bottle, while delicate, translucent limbs materialize from the bottle's side, moving gracefully as if emerging from sleep. The overall aesthetic should convey a magical, tranquil moment with soft lighting and warm colors.\n\nVisual Quality Assessment:\nThe frames show a champagne bottle with decent clarity and consistent lighting. The bottle color and gold foil are present, and the background blur contributes to depth. However, the sequence appears largely static across frames, with minimal motion or dynamic elements. While there are no obvious artifacts, the lack of movement reduces the perceived visual quality relative to the prompt’s envisioned animation.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is partial. Core elements such as the bottle, its green hue, and the gold foil are visible, but the essential dynamic components are missing: there are no bubbles rising, no limbs emerging, and no evident motion. The result captures some stylistic cues (warm lighting, dreamy background) but fails to realize the central transformative actions described, yielding a moderate level of alignment.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical properties: the bottle remains structurally coherent, reflections behave consistently, and lighting/shadows align with the setup. There are no obvious physical contradictions. The absence of motion does not introduce physical inconsistencies; it simply limits the narrative realization. Overall, physical consistency is acceptable but not exceptional.\n\nOverall assessment:\nThe video demonstrates competent technical rendering with coherent lighting and composition, yet it does not deliver the dynamic, imaginative transformation described in the prompt. The evaluation indicates moderate performance across Visual Quality, Text-to-Video Alignment, and Physical Consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static, mid-close-up shot from a horizontal angle captures an elegant champagne bottle brought to life in the style of a lovely fairytale illustration. The bottle, clad in classic dark green glass and encased in a shimmering gold foil, reflects beautifully under the soft, warm light. The blurred, dark background creates a dreamlike atmosphere, allowing the subject to stand out. Countless shimmering golden bubbles slowly rise from the bottom of the bottle, circling it like a group of lively spirits, playfully clinging to the glass surface, shimmering with enchanting specks of light. Most captivating of all, delicate limbs composed of the same material slowly and carefully extend from the smooth side of the bottle. Their movements are graceful and unhurried, as if they have just awakened from a long, sweet sleep and are stretching themselves. The entire image is imbued with a magical and tranquil charm, with soft light and shadow and warm colors, perfectly capturing an enchanting moment from a fairytale.",
+        "seed": 32719,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_12/index_9707_seed_32719_dp_25_rank_50_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.59375,
+        "video_score2_ta": 1.9765625,
+        "video_score2_mq": 3.015625,
+        "video_score2_overall": 8.5625,
+        "avg": 8.5859375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, mid-close-up shot from a horizontal angle captures an elegant champagne bottle brought to life in the style of a lovely fairytale illustration. The bottle, clad in classic dark green glass and encased in a shimmering gold foil, reflects beautifully under the soft, warm light. The blurred, dark background creates a dreamlike atmosphere, allowing the subject to stand out. Countless shimmering golden bubbles slowly rise from the bottom of the bottle, circling it like a group of lively spirits, playfully clinging to the glass surface, shimmering with enchanting specks of light. Most captivating of all, delicate limbs composed of the same material slowly and carefully extend from the smooth side of the bottle. Their movements are graceful and unhurried, as if they have just awakened from a long, sweet sleep and are stretching themselves. The entire image is imbued with a magical and tranquil charm, with soft light and shadow and warm colors, perfectly capturing an enchanting moment from a fairytale.",
+                "token_credit_reward": 8.5625,
+                "selected_reward": 8.5625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a static, mid-close-up shot from a horizontal angle featuring an elegant champagne bottle brought to life in a fairy-tale style. The bottle should be dark green glass with a shimmering gold foil, reflecting beautifully under soft, warm lighting, set against a blurred, dark background to create a dreamlike atmosphere. Golden bubbles should rise from the bottom and circle the bottle, while delicate, translucent limbs materialize from the bottle's side, moving gracefully as if emerging from sleep. The overall mood is magical and tranquil, with soft light and shadow and warm tones.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are solid but not exceptional. The bottle remains clearly visible with decent detail, and the lighting yields convincing reflections and a warm ambiance. The background blur and depth cues contribute to a pleasant separation between subject and environment. The bubbles are present and contribute to the scene, and the glass rendering shows realistic transparency. However, there are minor inconsistencies in the motion of the bubbles and occasional slight softness that prevent a higher-end impression. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—static framing, a horizontal angle, a champagne bottle, green glass, gold accents, soft warm lighting, and a blurred background. However, key imaginative components are missing or underdeveloped: there is no clear evidence of the bottle bringing itself to life, no visible emergence of delicate limbs from the bottle, and the bubbles do not exhibit the described dynamic behavior (rising and circling). The result aligns with a moderate level of fidelity to the prompt (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical properties: the bottle’s form, glass transparency, and light interactions are coherent, and the bubbles’ presence feels believable within the frame. Yet the absence of the expected magical transformations and the lack of the described kinetic dynamics reduce the perceived coherence with the intended fantasy scenario. Overall, Physical/Common-sense Consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.59375,
+                    "TA": 1.9765625,
+                    "MQ": 3.015625,
+                    "Overall": 8.5625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a static, mid-close-up shot from a horizontal angle featuring an elegant champagne bottle brought to life in a fairy-tale style. The bottle should be dark green glass with a shimmering gold foil, reflecting beautifully under soft, warm lighting, set against a blurred, dark background to create a dreamlike atmosphere. Golden bubbles should rise from the bottom and circle the bottle, while delicate, translucent limbs materialize from the bottle's side, moving gracefully as if emerging from sleep. The overall mood is magical and tranquil, with soft light and shadow and warm tones.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are solid but not exceptional. The bottle remains clearly visible with decent detail, and the lighting yields convincing reflections and a warm ambiance. The background blur and depth cues contribute to a pleasant separation between subject and environment. The bubbles are present and contribute to the scene, and the glass rendering shows realistic transparency. However, there are minor inconsistencies in the motion of the bubbles and occasional slight softness that prevent a higher-end impression. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—static framing, a horizontal angle, a champagne bottle, green glass, gold accents, soft warm lighting, and a blurred background. However, key imaginative components are missing or underdeveloped: there is no clear evidence of the bottle bringing itself to life, no visible emergence of delicate limbs from the bottle, and the bubbles do not exhibit the described dynamic behavior (rising and circling). The result aligns with a moderate level of fidelity to the prompt (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical properties: the bottle’s form, glass transparency, and light interactions are coherent, and the bubbles’ presence feels believable within the frame. Yet the absence of the expected magical transformations and the lack of the described kinetic dynamics reduce the perceived coherence with the intended fantasy scenario. Overall, Physical/Common-sense Consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static, mid-close-up shot from a horizontal angle captures an elegant champagne bottle brought to life in the style of a lovely fairytale illustration. The bottle, clad in classic dark green glass and encased in a shimmering gold foil, reflects beautifully under the soft, warm light. The blurred, dark background creates a dreamlike atmosphere, allowing the subject to stand out. Countless shimmering golden bubbles slowly rise from the bottom of the bottle, circling it like a group of lively spirits, playfully clinging to the glass surface, shimmering with enchanting specks of light. Most captivating of all, delicate limbs composed of the same material slowly and carefully extend from the smooth side of the bottle. Their movements are graceful and unhurried, as if they have just awakened from a long, sweet sleep and are stretching themselves. The entire image is imbued with a magical and tranquil charm, with soft light and shadow and warm colors, perfectly capturing an enchanting moment from a fairytale.",
+        "seed": 32720,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_12/index_9707_seed_32720_dp_25_rank_50_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.296875,
+        "video_score2_ta": 2.265625,
+        "video_score2_mq": 2.890625,
+        "video_score2_overall": 8.4375,
+        "avg": 8.453125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, mid-close-up shot from a horizontal angle captures an elegant champagne bottle brought to life in the style of a lovely fairytale illustration. The bottle, clad in classic dark green glass and encased in a shimmering gold foil, reflects beautifully under the soft, warm light. The blurred, dark background creates a dreamlike atmosphere, allowing the subject to stand out. Countless shimmering golden bubbles slowly rise from the bottom of the bottle, circling it like a group of lively spirits, playfully clinging to the glass surface, shimmering with enchanting specks of light. Most captivating of all, delicate limbs composed of the same material slowly and carefully extend from the smooth side of the bottle. Their movements are graceful and unhurried, as if they have just awakened from a long, sweet sleep and are stretching themselves. The entire image is imbued with a magical and tranquil charm, with soft light and shadow and warm colors, perfectly capturing an enchanting moment from a fairytale.",
+                "token_credit_reward": 8.4375,
+                "selected_reward": 8.4375,
+                "frame_importance": [
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
+                    1,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a static, mid-close-up shot from a horizontal angle featuring an elegant champagne bottle brought to life in a fairy-tale style. The bottle should be dark green with a shimmering gold foil, reflecting beautifully under soft, warm lighting, set against a blurred, dark background to create a dreamlike mood. Golden bubbles should rise from the bottom and circle the bottle, while delicate, translucent limbs materialize from the bottle's side, moving gracefully as if emerging from sleep. The overall aesthetic should convey a magical, tranquil moment with soft light and warm tones.\n\nVisual Quality Analysis:\nAcross the sequence, the visuals are solid but not exceptional. The bottle remains clearly visible with decent detail, and the warm lighting plus reflective highlights are present. The background blur and depth cues contribute to a pleasant separation, and the bubbles are discernible. However, there are occasional minor inconsistencies in sharpness and color balance across frames, which prevents a higher-end impression. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—static framing, mid-close-up, horizontal orientation, and a champagne bottle with green glass and gold accents under warm lighting. However, key imaginative components are missing or underdeveloped: there is no clear evidence of limbs emerging from the bottle, and the bubble dynamics do not convincingly resemble the described circling, lively behavior. The result aligns with a moderate level of fidelity to the prompt (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical properties: the bottle, glass, and reflections behave consistently, and the lighting remains coherent. The absence of the limb-emergence concept introduces a narrative inconsistency, but does not create obvious physical contradictions. Overall, Physical/Common-sense Consistency is moderate (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical/Common-sense Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.296875,
+                    "TA": 2.265625,
+                    "MQ": 2.890625,
+                    "Overall": 8.4375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a static, mid-close-up shot from a horizontal angle featuring an elegant champagne bottle brought to life in a fairy-tale style. The bottle should be dark green with a shimmering gold foil, reflecting beautifully under soft, warm lighting, set against a blurred, dark background to create a dreamlike mood. Golden bubbles should rise from the bottom and circle the bottle, while delicate, translucent limbs materialize from the bottle's side, moving gracefully as if emerging from sleep. The overall aesthetic should convey a magical, tranquil moment with soft light and warm tones.\n\nVisual Quality Analysis:\nAcross the sequence, the visuals are solid but not exceptional. The bottle remains clearly visible with decent detail, and the warm lighting plus reflective highlights are present. The background blur and depth cues contribute to a pleasant separation, and the bubbles are discernible. However, there are occasional minor inconsistencies in sharpness and color balance across frames, which prevents a higher-end impression. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—static framing, mid-close-up, horizontal orientation, and a champagne bottle with green glass and gold accents under warm lighting. However, key imaginative components are missing or underdeveloped: there is no clear evidence of limbs emerging from the bottle, and the bubble dynamics do not convincingly resemble the described circling, lively behavior. The result aligns with a moderate level of fidelity to the prompt (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical properties: the bottle, glass, and reflections behave consistently, and the lighting remains coherent. The absence of the limb-emergence concept introduces a narrative inconsistency, but does not create obvious physical contradictions. Overall, Physical/Common-sense Consistency is moderate (score 3).\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical/Common-sense Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_13/index_tensor([1447, 1447])_group_13_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_13/index_tensor([1447, 1447])_group_13_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..7d8725475363a9df5ca2731ab128af727e736c4d
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_13/index_tensor([1447, 1447])_group_13_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "static, extreme close-up shot, set against a pitch-black, featureless void, slowly begins to pull back, revealing a complex, unopened bud constructed entirely from a maze of clear, intricately intricate glass tubing. In absolute darkness, the only visible detail is a faint specular highlight on the smooth, cool glass surface. From the bud's core, a soft, fuchsia neon light begins to pulsate in a slow, rhythmic rhythm, like a newborn heartbeat, illuminating the delicate structure from within. Steadily and deliberately, the glass petals begin to unfold, separating from the central bud in a silent, graceful, and almost mechanical sequence. As each petal opens, the vibrant neon light intensifies, flowing through the hollow tube, transitioning from a warm magenta at the base to a cool, electric cyan at the tip. The blooming flower, now suspended in absolute darkness, its shape defined by the pulsating, multi-colored light flowing through its transparent veins, casting complex, shimmering reflections on the curved glass surface, creating a mesmerizing and ethereal spectacle that evokes a profound sense of tranquility and the wonder of technology.",
+        "seed": 4341,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_13/index_1447_seed_4341_dp_26_rank_52_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.875,
+        "video_score2_ta": 1.796875,
+        "video_score2_mq": 2.234375,
+        "video_score2_overall": 6.9375,
+        "avg": 6.90625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, extreme close-up shot, set against a pitch-black, featureless void, slowly begins to pull back, revealing a complex, unopened bud constructed entirely from a maze of clear, intricately intricate glass tubing. In absolute darkness, the only visible detail is a faint specular highlight on the smooth, cool glass surface. From the bud's core, a soft, fuchsia neon light begins to pulsate in a slow, rhythmic rhythm, like a newborn heartbeat, illuminating the delicate structure from within. Steadily and deliberately, the glass petals begin to unfold, separating from the central bud in a silent, graceful, and almost mechanical sequence. As each petal opens, the vibrant neon light intensifies, flowing through the hollow tube, transitioning from a warm magenta at the base to a cool, electric cyan at the tip. The blooming flower, now suspended in absolute darkness, its shape defined by the pulsating, multi-colored light flowing through its transparent veins, casting complex, shimmering reflections on the curved glass surface, creating a mesmerizing and ethereal spectacle that evokes a profound sense of tranquility and the wonder of technology.",
+                "token_credit_reward": 6.9375,
+                "selected_reward": 6.9375,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up shot set against a pitch-black, featureless void, with a sequence where a complex, unopened bud constructed from glass tubing gradually unfolds under pulsating neon lighting. The intended progression—from a closed bud to an opened flower with color-shifting light—drives the description. The video, however, does not convincingly realize these dynamic elements; the overall depiction remains largely static and fails to demonstrate the described unfolding or lighting evolution.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy stylization and artifacts. The image quality is inconsistent, with pronounced noise and compression-like distortions that obscure fine details. The glass surfaces show irregular rendering and occasional warping, and the lighting, while present, reads as artificial and uneven rather than a convincing illumination of a transparent structure. The result is a visually noisy and unreliable representation of the intended scene, with limited clarity and coherence.\n\nText-to-Video Alignment Analysis:\nThe video captures some basic cues (a dark background and a glass-like form with internal lighting), but the core narrative and motion described in the prompt are not realized. There is no evident gradual unfolding, no clear transition from a closed bud to an opened flower, and the pulsating, color-shifted lighting is not convincingly portrayed. Overall, alignment with the prompt is weak, with only superficial resemblance to the described concept.\n\nPhysical/Common-sense Consistency:\nThe depiction exhibits notable inconsistencies with physical realism. The glass structure warps and morphs in ways that defy plausible material behavior, and the lighting interactions do not follow believable physics for a transparent object under dynamic illumination. These issues undermine the perceived realism and coherence of the scene.\n\nOverall assessment:\nThe video shows substantial limitations across all three dimensions, with the strongest shortcoming in visual quality and alignment, and moderate issues in physical consistency.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 2,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.875,
+                    "TA": 1.796875,
+                    "MQ": 2.234375,
+                    "Overall": 6.9375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up shot set against a pitch-black, featureless void, with a sequence where a complex, unopened bud constructed from glass tubing gradually unfolds under pulsating neon lighting. The intended progression—from a closed bud to an opened flower with color-shifting light—drives the description. The video, however, does not convincingly realize these dynamic elements; the overall depiction remains largely static and fails to demonstrate the described unfolding or lighting evolution.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy stylization and artifacts. The image quality is inconsistent, with pronounced noise and compression-like distortions that obscure fine details. The glass surfaces show irregular rendering and occasional warping, and the lighting, while present, reads as artificial and uneven rather than a convincing illumination of a transparent structure. The result is a visually noisy and unreliable representation of the intended scene, with limited clarity and coherence.\n\nText-to-Video Alignment Analysis:\nThe video captures some basic cues (a dark background and a glass-like form with internal lighting), but the core narrative and motion described in the prompt are not realized. There is no evident gradual unfolding, no clear transition from a closed bud to an opened flower, and the pulsating, color-shifted lighting is not convincingly portrayed. Overall, alignment with the prompt is weak, with only superficial resemblance to the described concept.\n\nPhysical/Common-sense Consistency:\nThe depiction exhibits notable inconsistencies with physical realism. The glass structure warps and morphs in ways that defy plausible material behavior, and the lighting interactions do not follow believable physics for a transparent object under dynamic illumination. These issues undermine the perceived realism and coherence of the scene.\n\nOverall assessment:\nThe video shows substantial limitations across all three dimensions, with the strongest shortcoming in visual quality and alignment, and moderate issues in physical consistency.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static, extreme close-up shot, set against a pitch-black, featureless void, slowly begins to pull back, revealing a complex, unopened bud constructed entirely from a maze of clear, intricately intricate glass tubing. In absolute darkness, the only visible detail is a faint specular highlight on the smooth, cool glass surface. From the bud's core, a soft, fuchsia neon light begins to pulsate in a slow, rhythmic rhythm, like a newborn heartbeat, illuminating the delicate structure from within. Steadily and deliberately, the glass petals begin to unfold, separating from the central bud in a silent, graceful, and almost mechanical sequence. As each petal opens, the vibrant neon light intensifies, flowing through the hollow tube, transitioning from a warm magenta at the base to a cool, electric cyan at the tip. The blooming flower, now suspended in absolute darkness, its shape defined by the pulsating, multi-colored light flowing through its transparent veins, casting complex, shimmering reflections on the curved glass surface, creating a mesmerizing and ethereal spectacle that evokes a profound sense of tranquility and the wonder of technology.",
+        "seed": 4342,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_13/index_1447_seed_4342_dp_26_rank_52_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.734375,
+        "video_score2_ta": 2.28125,
+        "video_score2_mq": 3.03125,
+        "video_score2_overall": 8.0,
+        "avg": 8.046875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, extreme close-up shot, set against a pitch-black, featureless void, slowly begins to pull back, revealing a complex, unopened bud constructed entirely from a maze of clear, intricately intricate glass tubing. In absolute darkness, the only visible detail is a faint specular highlight on the smooth, cool glass surface. From the bud's core, a soft, fuchsia neon light begins to pulsate in a slow, rhythmic rhythm, like a newborn heartbeat, illuminating the delicate structure from within. Steadily and deliberately, the glass petals begin to unfold, separating from the central bud in a silent, graceful, and almost mechanical sequence. As each petal opens, the vibrant neon light intensifies, flowing through the hollow tube, transitioning from a warm magenta at the base to a cool, electric cyan at the tip. The blooming flower, now suspended in absolute darkness, its shape defined by the pulsating, multi-colored light flowing through its transparent veins, casting complex, shimmering reflections on the curved glass surface, creating a mesmerizing and ethereal spectacle that evokes a profound sense of tranquility and the wonder of technology.",
+                "token_credit_reward": 8.0,
+                "selected_reward": 8.0,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up shot set against a pitch-black background, with a slow pull-back revealing a complex, unopened bud constructed from clear glass tubing. In absolute darkness, the only visible detail is a faint specular highlight on the smooth, cool glass surface. From the bud's core, a soft, fuchsia neon light begins to pulse in a slow, rhythmic rhythm, like a newborn heartbeat, illuminating the delicate structure from within. Steadily and deliberately, the glass petals begin to unfold, separating from the central bud in a silent, graceful, and almost mechanical sequence. As each petal opens, the vibrant neon light intensifies, flowing through the hollow tube, transitioning from a warm magenta at the base to a cool, electric cyan at the tip. The blooming flower, now suspended in absolute darkness, its shape defined by the pulsating, multi-colored light flowing through its transparent veins, casting complex, shimmering reflections on the curved glass surface, creating a mesmerizing and ethereal spectacle that evokes a profound sense of tranquility and the wonder of technology\n\nVisual Quality Assessment:\nAcross the frames, the visuals show moderate clarity with some blur and softness, but the subject remains identifiable. The glass texture and internal details are present yet not crisply resolved, and there is occasional motion blur or slight instability between frames. The lighting and color transitions exist, but overall sharpness and fine-grained detail are limited. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several elements described in the prompt—close-up framing, dark background, and a glass-based structure with neon-like illumination. However, key aspects such as a deliberate pull-back progression, a clearly depicted unopened bud, and a distinct petal unfolding sequence are not convincingly realized. The alignment is partial rather than complete, yielding a moderate score (3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical behavior: the glass structure, light interactions, and reflective surfaces behave consistently with expectations for a translucent material under internal illumination. No obvious physical contradictions are observed, supporting a high level of common-sense consistency (score 4).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 4\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 4
+                },
+                "soft_scores": {
+                    "VQ": 2.734375,
+                    "TA": 2.28125,
+                    "MQ": 3.03125,
+                    "Overall": 8.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up shot set against a pitch-black background, with a slow pull-back revealing a complex, unopened bud constructed from clear glass tubing. In absolute darkness, the only visible detail is a faint specular highlight on the smooth, cool glass surface. From the bud's core, a soft, fuchsia neon light begins to pulse in a slow, rhythmic rhythm, like a newborn heartbeat, illuminating the delicate structure from within. Steadily and deliberately, the glass petals begin to unfold, separating from the central bud in a silent, graceful, and almost mechanical sequence. As each petal opens, the vibrant neon light intensifies, flowing through the hollow tube, transitioning from a warm magenta at the base to a cool, electric cyan at the tip. The blooming flower, now suspended in absolute darkness, its shape defined by the pulsating, multi-colored light flowing through its transparent veins, casting complex, shimmering reflections on the curved glass surface, creating a mesmerizing and ethereal spectacle that evokes a profound sense of tranquility and the wonder of technology\n\nVisual Quality Assessment:\nAcross the frames, the visuals show moderate clarity with some blur and softness, but the subject remains identifiable. The glass texture and internal details are present yet not crisply resolved, and there is occasional motion blur or slight instability between frames. The lighting and color transitions exist, but overall sharpness and fine-grained detail are limited. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Assessment:\nThe video captures several elements described in the prompt—close-up framing, dark background, and a glass-based structure with neon-like illumination. However, key aspects such as a deliberate pull-back progression, a clearly depicted unopened bud, and a distinct petal unfolding sequence are not convincingly realized. The alignment is partial rather than complete, yielding a moderate score (3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical behavior: the glass structure, light interactions, and reflective surfaces behave consistently with expectations for a translucent material under internal illumination. No obvious physical contradictions are observed, supporting a high level of common-sense consistency (score 4).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 4"
+        ]
+    },
+    {
+        "prompt": "static, extreme close-up shot, set against a pitch-black, featureless void, slowly begins to pull back, revealing a complex, unopened bud constructed entirely from a maze of clear, intricately intricate glass tubing. In absolute darkness, the only visible detail is a faint specular highlight on the smooth, cool glass surface. From the bud's core, a soft, fuchsia neon light begins to pulsate in a slow, rhythmic rhythm, like a newborn heartbeat, illuminating the delicate structure from within. Steadily and deliberately, the glass petals begin to unfold, separating from the central bud in a silent, graceful, and almost mechanical sequence. As each petal opens, the vibrant neon light intensifies, flowing through the hollow tube, transitioning from a warm magenta at the base to a cool, electric cyan at the tip. The blooming flower, now suspended in absolute darkness, its shape defined by the pulsating, multi-colored light flowing through its transparent veins, casting complex, shimmering reflections on the curved glass surface, creating a mesmerizing and ethereal spectacle that evokes a profound sense of tranquility and the wonder of technology.",
+        "seed": 4343,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_13/index_1447_seed_4343_dp_27_rank_54_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.265625,
+        "video_score2_ta": 2.6875,
+        "video_score2_mq": 3.75,
+        "video_score2_overall": 9.6875,
+        "avg": 9.703125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, extreme close-up shot, set against a pitch-black, featureless void, slowly begins to pull back, revealing a complex, unopened bud constructed entirely from a maze of clear, intricately intricate glass tubing. In absolute darkness, the only visible detail is a faint specular highlight on the smooth, cool glass surface. From the bud's core, a soft, fuchsia neon light begins to pulsate in a slow, rhythmic rhythm, like a newborn heartbeat, illuminating the delicate structure from within. Steadily and deliberately, the glass petals begin to unfold, separating from the central bud in a silent, graceful, and almost mechanical sequence. As each petal opens, the vibrant neon light intensifies, flowing through the hollow tube, transitioning from a warm magenta at the base to a cool, electric cyan at the tip. The blooming flower, now suspended in absolute darkness, its shape defined by the pulsating, multi-colored light flowing through its transparent veins, casting complex, shimmering reflections on the curved glass surface, creating a mesmerizing and ethereal spectacle that evokes a profound sense of tranquility and the wonder of technology.",
+                "token_credit_reward": 9.6875,
+                "selected_reward": 9.6875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up of a glass flower against a pitch-black void, with a slow pull-back revealing a complex unopened bud constructed from clear glass tubing. In absolute darkness, only a faint specular highlight on the smooth, cool glass is visible. From the bud's core, a soft, fuchsia neon light begins to pulse in a slow, rhythmic rhythm, illuminating the delicate structure from within. Steadily and deliberately, the glass petals begin to unfold, separating from the central bud in a silent, graceful, and almost mechanical sequence. As each petal opens, the vibrant neon light intensifies, flowing through the hollow tube, transitioning from a warm magenta at the base to a cool, electric cyan at the tip. The blooming flower, now suspended in absolute darkness, its shape defined by the pulsating, multi-colored light flowing through its transparent veins, casting complex, shimmering reflections on the curved glass surface, creating a mesmerizing and ethereal spectacle that evokes a profound sense of tranquility and the wonder of technology\n\nVisual Quality Assessment:\nAcross the frames, the visuals are strong but not flawless. The rendering shows good clarity and sharpness, with well-defined glass textures and convincing light interactions. The neon lighting effects are vibrant and contribute to the ethereal mood. However, there are minor imperfections (subtle texture variations or slight bloom inconsistencies) that prevent a perfect top-tier score. Overall, Visual Quality is solid and aligns with a 4/5 rating.\n\nText-to-Video Alignment Assessment:\nThe video captures several key elements of the prompt—close-up framing, glass construction, and neon illumination. However, some aspects are not fully realized: the dynamic sequence of petals unfolding and the nuanced color transitions described are not consistently demonstrated across the frames, and the overall motion feels more static than the prompt implies. This yields a moderate alignment level, corresponding to a 3/5 rating.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical behavior: the glass structure remains coherent, light propagation through the tubes reads realistically, and the reflective surfaces respond plausibly to the internal lighting. There are no obvious violations of physics or common-sense expectations. The depiction is coherent and believable, though not exceptionally dynamic, which supports a 3/5 rating.\n\nGround-truth scores:\nVisual Quality: 4\nText-to-Video Alignment: 3\nPhysical Consistency: 3\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.265625,
+                    "TA": 2.6875,
+                    "MQ": 3.75,
+                    "Overall": 9.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up of a glass flower against a pitch-black void, with a slow pull-back revealing a complex unopened bud constructed from clear glass tubing. In absolute darkness, only a faint specular highlight on the smooth, cool glass is visible. From the bud's core, a soft, fuchsia neon light begins to pulse in a slow, rhythmic rhythm, illuminating the delicate structure from within. Steadily and deliberately, the glass petals begin to unfold, separating from the central bud in a silent, graceful, and almost mechanical sequence. As each petal opens, the vibrant neon light intensifies, flowing through the hollow tube, transitioning from a warm magenta at the base to a cool, electric cyan at the tip. The blooming flower, now suspended in absolute darkness, its shape defined by the pulsating, multi-colored light flowing through its transparent veins, casting complex, shimmering reflections on the curved glass surface, creating a mesmerizing and ethereal spectacle that evokes a profound sense of tranquility and the wonder of technology\n\nVisual Quality Assessment:\nAcross the frames, the visuals are strong but not flawless. The rendering shows good clarity and sharpness, with well-defined glass textures and convincing light interactions. The neon lighting effects are vibrant and contribute to the ethereal mood. However, there are minor imperfections (subtle texture variations or slight bloom inconsistencies) that prevent a perfect top-tier score. Overall, Visual Quality is solid and aligns with a 4/5 rating.\n\nText-to-Video Alignment Assessment:\nThe video captures several key elements of the prompt—close-up framing, glass construction, and neon illumination. However, some aspects are not fully realized: the dynamic sequence of petals unfolding and the nuanced color transitions described are not consistently demonstrated across the frames, and the overall motion feels more static than the prompt implies. This yields a moderate alignment level, corresponding to a 3/5 rating.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical behavior: the glass structure remains coherent, light propagation through the tubes reads realistically, and the reflective surfaces respond plausibly to the internal lighting. There are no obvious violations of physics or common-sense expectations. The depiction is coherent and believable, though not exceptionally dynamic, which supports a 3/5 rating.\n\nGround-truth scores:\nVisual Quality: 4\nText-to-Video Alignment: 3\nPhysical Consistency: 3\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static, extreme close-up shot, set against a pitch-black, featureless void, slowly begins to pull back, revealing a complex, unopened bud constructed entirely from a maze of clear, intricately intricate glass tubing. In absolute darkness, the only visible detail is a faint specular highlight on the smooth, cool glass surface. From the bud's core, a soft, fuchsia neon light begins to pulsate in a slow, rhythmic rhythm, like a newborn heartbeat, illuminating the delicate structure from within. Steadily and deliberately, the glass petals begin to unfold, separating from the central bud in a silent, graceful, and almost mechanical sequence. As each petal opens, the vibrant neon light intensifies, flowing through the hollow tube, transitioning from a warm magenta at the base to a cool, electric cyan at the tip. The blooming flower, now suspended in absolute darkness, its shape defined by the pulsating, multi-colored light flowing through its transparent veins, casting complex, shimmering reflections on the curved glass surface, creating a mesmerizing and ethereal spectacle that evokes a profound sense of tranquility and the wonder of technology.",
+        "seed": 4344,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_13/index_1447_seed_4344_dp_27_rank_54_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.4375,
+        "video_score2_ta": 2.453125,
+        "video_score2_mq": 3.046875,
+        "video_score2_overall": 8.9375,
+        "avg": 8.9375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, extreme close-up shot, set against a pitch-black, featureless void, slowly begins to pull back, revealing a complex, unopened bud constructed entirely from a maze of clear, intricately intricate glass tubing. In absolute darkness, the only visible detail is a faint specular highlight on the smooth, cool glass surface. From the bud's core, a soft, fuchsia neon light begins to pulsate in a slow, rhythmic rhythm, like a newborn heartbeat, illuminating the delicate structure from within. Steadily and deliberately, the glass petals begin to unfold, separating from the central bud in a silent, graceful, and almost mechanical sequence. As each petal opens, the vibrant neon light intensifies, flowing through the hollow tube, transitioning from a warm magenta at the base to a cool, electric cyan at the tip. The blooming flower, now suspended in absolute darkness, its shape defined by the pulsating, multi-colored light flowing through its transparent veins, casting complex, shimmering reflections on the curved glass surface, creating a mesmerizing and ethereal spectacle that evokes a profound sense of tranquility and the wonder of technology.",
+                "token_credit_reward": 8.9375,
+                "selected_reward": 8.9375,
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    0,
+                    1,
+                    2
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up shot set against a pitch-black, featureless void, with a sequence where a complex, unopened bud constructed from glass tubing gradually unfolds under pulsating neon lighting. The intended progression—from a closed bud to an opened flower with evolving color and light—drives the description. The video, however, does not convincingly realize this dynamic transformation; the core elements are present but the unfolding sequence and color evolution are not clearly demonstrated across the footage.\n\nVisual Quality Analysis:\nAcross the frames, the visuals show a glass-like structure with blue/cyan tones and some pink/magenta accents, set against a dark background. The rendering is generally clean with good contrast and reflective highlights on the curved surfaces. There are no obvious distortions or artifacts, and the lighting remains consistent. However, the overall motion is limited, resulting in a relatively static presentation despite solid rendering quality. Overall Visual Quality is moderate (3/5).\n\nText-to-Video Alignment Analysis:\nThe video captures several prompt components: a glass-based, intricate structure, a dark backdrop, and a subtle neon glow. Yet the crucial dynamic elements—the progressive unfolding of the bud and the evolution of color/lighting over time—are not convincingly realized. The alignment is partial: the scene hints at the intended concept but does not fully execute the described transformation. Overall Text-to-Video Alignment is moderate (3/5).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical behavior: the glass-like material responds to light with believable reflections, and the form remains coherent throughout. There are no evident violations of basic physics or common-sense expectations. The lack of motion does not introduce physical inconsistencies; it simply limits the depiction of the process. Overall Physical Consistency is moderate (3/5).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.4375,
+                    "TA": 2.453125,
+                    "MQ": 3.046875,
+                    "Overall": 8.9375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up shot set against a pitch-black, featureless void, with a sequence where a complex, unopened bud constructed from glass tubing gradually unfolds under pulsating neon lighting. The intended progression—from a closed bud to an opened flower with evolving color and light—drives the description. The video, however, does not convincingly realize this dynamic transformation; the core elements are present but the unfolding sequence and color evolution are not clearly demonstrated across the footage.\n\nVisual Quality Analysis:\nAcross the frames, the visuals show a glass-like structure with blue/cyan tones and some pink/magenta accents, set against a dark background. The rendering is generally clean with good contrast and reflective highlights on the curved surfaces. There are no obvious distortions or artifacts, and the lighting remains consistent. However, the overall motion is limited, resulting in a relatively static presentation despite solid rendering quality. Overall Visual Quality is moderate (3/5).\n\nText-to-Video Alignment Analysis:\nThe video captures several prompt components: a glass-based, intricate structure, a dark backdrop, and a subtle neon glow. Yet the crucial dynamic elements—the progressive unfolding of the bud and the evolution of color/lighting over time—are not convincingly realized. The alignment is partial: the scene hints at the intended concept but does not fully execute the described transformation. Overall Text-to-Video Alignment is moderate (3/5).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical behavior: the glass-like material responds to light with believable reflections, and the form remains coherent throughout. There are no evident violations of basic physics or common-sense expectations. The lack of motion does not introduce physical inconsistencies; it simply limits the depiction of the process. Overall Physical Consistency is moderate (3/5).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_14/index_tensor([7607, 7607])_group_14_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_14/index_tensor([7607, 7607])_group_14_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..c7b0ff118c15d6d099ec8aa46be9799b070698f3
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_14/index_tensor([7607, 7607])_group_14_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "slow, upward tilt from a low angle captures a magnificent corner of the magnificent Baroque temple. A majestic goddess, clad in rich attire, stands majestically at the center of the frame. Her face is sculpted with chiseled features, and deep eyes radiate ancient wisdom. Her long, intricately braided silver hair, adorned with pearls and gemstones, emanates a cool radiance. She wears a robe woven from deep ocean velvet and shimmering gold brocade, its intricate pleats and rich embroidery rendered with extraordinary depth by the intense light. The goddess extends her arms in a regal gesture, her slender, ornately ringed fingers moving with deliberate grace, as if silently directing the movement. Following her guidance, crystal-clear underground water veins surge from cracks in the polished black obsidian floor, weaving in powerful yet controlled currents between the rows of intricately carved spiral columns. From an unseen source high above, a powerful, dazzling white light pierced the temple's gloom, creating a dramatic chiaroscuro effect and casting sharp, elongated shadows on the floor and columns. The turbulent water shattered the light, transforming it into countless shifting specks that danced and flickered across the vaulted ceiling and the goddess's solemn face. The entire scene was imbued with a sacred, ancient power and a solemn, dramatic grandeur.",
+        "seed": 26195,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_14/index_7607_seed_26195_dp_28_rank_56_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.21875,
+        "video_score2_ta": 3.71875,
+        "video_score2_mq": 3.859375,
+        "video_score2_overall": 10.8125,
+        "avg": 10.796875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "slow, upward tilt from a low angle captures a magnificent corner of the magnificent Baroque temple. A majestic goddess, clad in rich attire, stands majestically at the center of the frame. Her face is sculpted with chiseled features, and deep eyes radiate ancient wisdom. Her long, intricately braided silver hair, adorned with pearls and gemstones, emanates a cool radiance. She wears a robe woven from deep ocean velvet and shimmering gold brocade, its intricate pleats and rich embroidery rendered with extraordinary depth by the intense light. The goddess extends her arms in a regal gesture, her slender, ornately ringed fingers moving with deliberate grace, as if silently directing the movement. Following her guidance, crystal-clear underground water veins surge from cracks in the polished black obsidian floor, weaving in powerful yet controlled currents between the rows of intricately carved spiral columns. From an unseen source high above, a powerful, dazzling white light pierced the temple's gloom, creating a dramatic chiaroscuro effect and casting sharp, elongated shadows on the floor and columns. The turbulent water shattered the light, transforming it into countless shifting specks that danced and flickered across the vaulted ceiling and the goddess's solemn face. The entire scene was imbued with a sacred, ancient power and a solemn, dramatic grandeur.",
+                "token_credit_reward": 10.8125,
+                "selected_reward": 10.8125,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a slow upward tilt from a low angle capturing a magnificent corner of a Baroque temple, featuring a majestic goddess in rich attire standing at the center with a regal pose. The scene includes sculpted facial features, long braided silver hair with ornaments, a robe of deep ocean velvet and shimmering gold brocade, arms extended in a regal gesture, and crystal-clear underground water veins flowing through the space. The lighting creates dramatic chiaroscuro, with a powerful white light piercing the temple and casting sharp shadows, all conveying a sacred, ancient power and solemn grandeur.\n\nVisual Quality Assessment:\nOverall, the visuals are strong but not flawless. The frames maintain decent resolution and consistent lighting, with convincing atmospheric effects and a cohesive color palette. There are no major distortions or artifacts, and the composition remains stable across shots. However, there are occasional minor softness and slight noise in some frames, which prevents a perfect top-tier score. The result is solid and cinematic, but not pristine.\n\nText-to-Video Alignment Assessment:\nThe video aligns well with the prompt overall. The upward tilt, the central goddess figure, the rich attire, the regal pose, the sculpted features, the long braided hair with ornaments, and the water elements are present and coherent. The lighting and shadows support the dramatic mood. Some fine-grained details (e.g., exact finger articulation, micro-textures on fabrics) may be less precise, but they do not significantly detract from the alignment. Overall, the alignment is strong and faithful to the prompt.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible spatial relationships, lighting behavior, and material interactions. Water flows and pools realistically, reflections and shadows behave consistently, and the architectural elements appear structurally sound. While the overall coherence is high, there are a few minor inconsistencies in micro-details (e.g., subtle mismatches in reflections or fabric folds) that prevent a perfect score. These do not break immersion but indicate room for refinement.\n\nGround-truth scores:\nVisual Quality: 4\nText-to-Video Alignment: 4\nPhysical Consistency: 4\n\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 4\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 4,
+                    "MQ": 4
+                },
+                "soft_scores": {
+                    "VQ": 3.21875,
+                    "TA": 3.71875,
+                    "MQ": 3.859375,
+                    "Overall": 10.8125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a slow upward tilt from a low angle capturing a magnificent corner of a Baroque temple, featuring a majestic goddess in rich attire standing at the center with a regal pose. The scene includes sculpted facial features, long braided silver hair with ornaments, a robe of deep ocean velvet and shimmering gold brocade, arms extended in a regal gesture, and crystal-clear underground water veins flowing through the space. The lighting creates dramatic chiaroscuro, with a powerful white light piercing the temple and casting sharp shadows, all conveying a sacred, ancient power and solemn grandeur.\n\nVisual Quality Assessment:\nOverall, the visuals are strong but not flawless. The frames maintain decent resolution and consistent lighting, with convincing atmospheric effects and a cohesive color palette. There are no major distortions or artifacts, and the composition remains stable across shots. However, there are occasional minor softness and slight noise in some frames, which prevents a perfect top-tier score. The result is solid and cinematic, but not pristine.\n\nText-to-Video Alignment Assessment:\nThe video aligns well with the prompt overall. The upward tilt, the central goddess figure, the rich attire, the regal pose, the sculpted features, the long braided hair with ornaments, and the water elements are present and coherent. The lighting and shadows support the dramatic mood. Some fine-grained details (e.g., exact finger articulation, micro-textures on fabrics) may be less precise, but they do not significantly detract from the alignment. Overall, the alignment is strong and faithful to the prompt.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible spatial relationships, lighting behavior, and material interactions. Water flows and pools realistically, reflections and shadows behave consistently, and the architectural elements appear structurally sound. While the overall coherence is high, there are a few minor inconsistencies in micro-details (e.g., subtle mismatches in reflections or fabric folds) that prevent a perfect score. These do not break immersion but indicate room for refinement.\n\nGround-truth scores:\nVisual Quality: 4\nText-to-Video Alignment: 4\nPhysical Consistency: 4\n\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 4"
+        ]
+    },
+    {
+        "prompt": "slow, upward tilt from a low angle captures a magnificent corner of the magnificent Baroque temple. A majestic goddess, clad in rich attire, stands majestically at the center of the frame. Her face is sculpted with chiseled features, and deep eyes radiate ancient wisdom. Her long, intricately braided silver hair, adorned with pearls and gemstones, emanates a cool radiance. She wears a robe woven from deep ocean velvet and shimmering gold brocade, its intricate pleats and rich embroidery rendered with extraordinary depth by the intense light. The goddess extends her arms in a regal gesture, her slender, ornately ringed fingers moving with deliberate grace, as if silently directing the movement. Following her guidance, crystal-clear underground water veins surge from cracks in the polished black obsidian floor, weaving in powerful yet controlled currents between the rows of intricately carved spiral columns. From an unseen source high above, a powerful, dazzling white light pierced the temple's gloom, creating a dramatic chiaroscuro effect and casting sharp, elongated shadows on the floor and columns. The turbulent water shattered the light, transforming it into countless shifting specks that danced and flickered across the vaulted ceiling and the goddess's solemn face. The entire scene was imbued with a sacred, ancient power and a solemn, dramatic grandeur.",
+        "seed": 26196,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_14/index_7607_seed_26196_dp_28_rank_56_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.046875,
+        "video_score2_ta": 3.25,
+        "video_score2_mq": 2.984375,
+        "video_score2_overall": 9.3125,
+        "avg": 9.28125,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "slow, upward tilt from a low angle captures a magnificent corner of the magnificent Baroque temple. A majestic goddess, clad in rich attire, stands majestically at the center of the frame. Her face is sculpted with chiseled features, and deep eyes radiate ancient wisdom. Her long, intricately braided silver hair, adorned with pearls and gemstones, emanates a cool radiance. She wears a robe woven from deep ocean velvet and shimmering gold brocade, its intricate pleats and rich embroidery rendered with extraordinary depth by the intense light. The goddess extends her arms in a regal gesture, her slender, ornately ringed fingers moving with deliberate grace, as if silently directing the movement. Following her guidance, crystal-clear underground water veins surge from cracks in the polished black obsidian floor, weaving in powerful yet controlled currents between the rows of intricately carved spiral columns. From an unseen source high above, a powerful, dazzling white light pierced the temple's gloom, creating a dramatic chiaroscuro effect and casting sharp, elongated shadows on the floor and columns. The turbulent water shattered the light, transforming it into countless shifting specks that danced and flickered across the vaulted ceiling and the goddess's solemn face. The entire scene was imbued with a sacred, ancient power and a solemn, dramatic grandeur.",
+                "token_credit_reward": 9.3125,
+                "selected_reward": 9.3125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a slow upward tilt from a low angle capturing a magnificent corner of a Baroque temple, featuring a majestic goddess in rich attire standing at the center with sculpted features, long braided silver hair adorned with pearls and gemstones, emanating a cool radiance, wearing a robe woven from deep ocean velvet and shimmering gold brocade with intricate pleats and embroidery. The goddess extends her arms in a regal gesture with slender, ornately ringed fingers moving with deliberate grace. Crystal-clear underground water veins surge from cracks in the polished black obsidian floor, weaving in powerful yet controlled currents between rows of intricately carved spiral columns. From an unseen source high above, a powerful, dazzling white light pierces the temple's gloom, creating a dramatic chiaroscuro effect and casting sharp, elongated shadows on the floor and columns. The turbulent water shattered the light, transforming it into countless shifting specks that dance and flicker across the vaulted ceiling and the goddess's solemn face. The entire scene is imbued with sacred, ancient power and solemn, dramatic grandeur.\n\nVisual Quality Assessment:\nOverall, the video presents a moderate level of visual quality. The frames show decent resolution and general clarity, but there are occasional soft areas and minor artifacts that prevent a higher score. The lighting and contrast are present and contribute to atmosphere, though some frames exhibit slight inconsistencies in brightness or color balance. The sequence remains stable with no major distortions, and the composition stays coherent throughout. In sum, the visuals are acceptable but not exceptional.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is partial. The video includes several key elements such as a central goddess figure, ornate clothing, and a temple-like setting with dramatic lighting. However, certain aspects described in the prompt are underrepresented or ambiguous in the footage, including the precise Baroque temple architecture, the exact motion of the water currents, and the nuanced interaction between light and shadow. Overall, the alignment is moderate rather than strong.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible spatial relationships and coherent lighting dynamics, with the goddess positioned centrally and the environment responding to light in a believable manner. Some aspects, such as the fluid behavior of water and the integration of light with the architectural space, could be more convincingly realized. Overall, physical consistency is adequate but not outstanding.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.046875,
+                    "TA": 3.25,
+                    "MQ": 2.984375,
+                    "Overall": 9.3125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a slow upward tilt from a low angle capturing a magnificent corner of a Baroque temple, featuring a majestic goddess in rich attire standing at the center with sculpted features, long braided silver hair adorned with pearls and gemstones, emanating a cool radiance, wearing a robe woven from deep ocean velvet and shimmering gold brocade with intricate pleats and embroidery. The goddess extends her arms in a regal gesture with slender, ornately ringed fingers moving with deliberate grace. Crystal-clear underground water veins surge from cracks in the polished black obsidian floor, weaving in powerful yet controlled currents between rows of intricately carved spiral columns. From an unseen source high above, a powerful, dazzling white light pierces the temple's gloom, creating a dramatic chiaroscuro effect and casting sharp, elongated shadows on the floor and columns. The turbulent water shattered the light, transforming it into countless shifting specks that dance and flicker across the vaulted ceiling and the goddess's solemn face. The entire scene is imbued with sacred, ancient power and solemn, dramatic grandeur.\n\nVisual Quality Assessment:\nOverall, the video presents a moderate level of visual quality. The frames show decent resolution and general clarity, but there are occasional soft areas and minor artifacts that prevent a higher score. The lighting and contrast are present and contribute to atmosphere, though some frames exhibit slight inconsistencies in brightness or color balance. The sequence remains stable with no major distortions, and the composition stays coherent throughout. In sum, the visuals are acceptable but not exceptional.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is partial. The video includes several key elements such as a central goddess figure, ornate clothing, and a temple-like setting with dramatic lighting. However, certain aspects described in the prompt are underrepresented or ambiguous in the footage, including the precise Baroque temple architecture, the exact motion of the water currents, and the nuanced interaction between light and shadow. Overall, the alignment is moderate rather than strong.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible spatial relationships and coherent lighting dynamics, with the goddess positioned centrally and the environment responding to light in a believable manner. Some aspects, such as the fluid behavior of water and the integration of light with the architectural space, could be more convincingly realized. Overall, physical consistency is adequate but not outstanding.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
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+        "seed": 26197,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_14/index_7607_seed_26197_dp_29_rank_58_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.84375,
+        "video_score2_ta": 3.328125,
+        "video_score2_mq": 2.984375,
+        "video_score2_overall": 9.1875,
+        "avg": 9.15625,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "slow, upward tilt from a low angle captures a magnificent corner of the magnificent Baroque temple. A majestic goddess, clad in rich attire, stands majestically at the center of the frame. Her face is sculpted with chiseled features, and deep eyes radiate ancient wisdom. Her long, intricately braided silver hair, adorned with pearls and gemstones, emanates a cool radiance. She wears a robe woven from deep ocean velvet and shimmering gold brocade, its intricate pleats and rich embroidery rendered with extraordinary depth by the intense light. The goddess extends her arms in a regal gesture, her slender, ornately ringed fingers moving with deliberate grace, as if silently directing the movement. Following her guidance, crystal-clear underground water veins surge from cracks in the polished black obsidian floor, weaving in powerful yet controlled currents between the rows of intricately carved spiral columns. From an unseen source high above, a powerful, dazzling white light pierced the temple's gloom, creating a dramatic chiaroscuro effect and casting sharp, elongated shadows on the floor and columns. The turbulent water shattered the light, transforming it into countless shifting specks that danced and flickered across the vaulted ceiling and the goddess's solemn face. The entire scene was imbued with a sacred, ancient power and a solemn, dramatic grandeur.",
+                "token_credit_reward": 9.1875,
+                "selected_reward": 9.1875,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a slow upward tilt from a low angle capturing a magnificent corner of a Baroque temple, featuring a majestic goddess in rich attire standing at the center with a sculpted face, long braided silver hair adorned with pearls and gemstones, and a robe woven from deep ocean velvet and shimmering gold brocade. The goddess extends her arms in a regal gesture, and crystal-clear underground water veins surge from cracks in the polished black obsidian floor, weaving in powerful yet controlled currents between rows of intricately carved spiral columns. A powerful, dazzling white light pierces the temple's gloom, creating dramatic chiaroscuro and casting sharp, elongated shadows on the floor and columns. The scene should convey sacred, ancient power and solemn, dramatic grandeur.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are acceptable but not outstanding. The resolution is adequate and lighting establishes atmosphere, but there are occasional softness and minor artifacts that prevent a higher score. The blue-tinted lighting contributes to mood, yet some frames show slight color shifts or noise that temper overall clarity. The composition remains stable and the subject stays reasonably well framed, though a few frames exhibit minor distortions in fine details. Overall, Visual Quality aligns with a mid-range assessment rather than a top-tier one.\n\nText-to-Video Alignment Analysis:\nThe video captures several key elements of the prompt, including the central goddess figure, ornate attire, and the dramatic lighting that creates contrast. However, certain aspects are only partially realized: the full sense of a Baroque temple’s grandeur is not fully conveyed, and some details (e.g., precise column geometry, exact fabric textures) are simplified. The upward tilt and the presence of water effects are present, but the overall alignment is moderate rather than strong. In sum, Text-to-Video Alignment reflects a middle-ground correspondence to the prompt.\n\nPhysical/Common-sense Consistency:\nThe scene maintains coherent spatial relationships and plausible interactions among light, water, and architecture. Water dynamics and reflections feel believable within the stylized context, and the goddess’s pose reads as regal without obvious anatomical inconsistencies. Some elements are stylized or simplified, which slightly reduces strict physical realism, but the overall coherence remains solid. This yields a mid-level assessment for Physical/Common-sense Consistency.\n\nGround-truth scores:\nDim-1 Visual Quality: 3\nDim-2 Text-to-Video Alignment: 3\nDim-3 Physical/Common-sense Consistency: 3\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.84375,
+                    "TA": 3.328125,
+                    "MQ": 2.984375,
+                    "Overall": 9.1875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a slow upward tilt from a low angle capturing a magnificent corner of a Baroque temple, featuring a majestic goddess in rich attire standing at the center with a sculpted face, long braided silver hair adorned with pearls and gemstones, and a robe woven from deep ocean velvet and shimmering gold brocade. The goddess extends her arms in a regal gesture, and crystal-clear underground water veins surge from cracks in the polished black obsidian floor, weaving in powerful yet controlled currents between rows of intricately carved spiral columns. A powerful, dazzling white light pierces the temple's gloom, creating dramatic chiaroscuro and casting sharp, elongated shadows on the floor and columns. The scene should convey sacred, ancient power and solemn, dramatic grandeur.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are acceptable but not outstanding. The resolution is adequate and lighting establishes atmosphere, but there are occasional softness and minor artifacts that prevent a higher score. The blue-tinted lighting contributes to mood, yet some frames show slight color shifts or noise that temper overall clarity. The composition remains stable and the subject stays reasonably well framed, though a few frames exhibit minor distortions in fine details. Overall, Visual Quality aligns with a mid-range assessment rather than a top-tier one.\n\nText-to-Video Alignment Analysis:\nThe video captures several key elements of the prompt, including the central goddess figure, ornate attire, and the dramatic lighting that creates contrast. However, certain aspects are only partially realized: the full sense of a Baroque temple’s grandeur is not fully conveyed, and some details (e.g., precise column geometry, exact fabric textures) are simplified. The upward tilt and the presence of water effects are present, but the overall alignment is moderate rather than strong. In sum, Text-to-Video Alignment reflects a middle-ground correspondence to the prompt.\n\nPhysical/Common-sense Consistency:\nThe scene maintains coherent spatial relationships and plausible interactions among light, water, and architecture. Water dynamics and reflections feel believable within the stylized context, and the goddess’s pose reads as regal without obvious anatomical inconsistencies. Some elements are stylized or simplified, which slightly reduces strict physical realism, but the overall coherence remains solid. This yields a mid-level assessment for Physical/Common-sense Consistency.\n\nGround-truth scores:\nDim-1 Visual Quality: 3\nDim-2 Text-to-Video Alignment: 3\nDim-3 Physical/Common-sense Consistency: 3\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "slow, upward tilt from a low angle captures a magnificent corner of the magnificent Baroque temple. A majestic goddess, clad in rich attire, stands majestically at the center of the frame. Her face is sculpted with chiseled features, and deep eyes radiate ancient wisdom. Her long, intricately braided silver hair, adorned with pearls and gemstones, emanates a cool radiance. She wears a robe woven from deep ocean velvet and shimmering gold brocade, its intricate pleats and rich embroidery rendered with extraordinary depth by the intense light. The goddess extends her arms in a regal gesture, her slender, ornately ringed fingers moving with deliberate grace, as if silently directing the movement. Following her guidance, crystal-clear underground water veins surge from cracks in the polished black obsidian floor, weaving in powerful yet controlled currents between the rows of intricately carved spiral columns. From an unseen source high above, a powerful, dazzling white light pierced the temple's gloom, creating a dramatic chiaroscuro effect and casting sharp, elongated shadows on the floor and columns. The turbulent water shattered the light, transforming it into countless shifting specks that danced and flickered across the vaulted ceiling and the goddess's solemn face. The entire scene was imbued with a sacred, ancient power and a solemn, dramatic grandeur.",
+        "seed": 26198,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_14/index_7607_seed_26198_dp_29_rank_58_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.84375,
+        "video_score2_ta": 3.578125,
+        "video_score2_mq": 3.234375,
+        "video_score2_overall": 9.6875,
+        "avg": 9.65625,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "slow, upward tilt from a low angle captures a magnificent corner of the magnificent Baroque temple. A majestic goddess, clad in rich attire, stands majestically at the center of the frame. Her face is sculpted with chiseled features, and deep eyes radiate ancient wisdom. Her long, intricately braided silver hair, adorned with pearls and gemstones, emanates a cool radiance. She wears a robe woven from deep ocean velvet and shimmering gold brocade, its intricate pleats and rich embroidery rendered with extraordinary depth by the intense light. The goddess extends her arms in a regal gesture, her slender, ornately ringed fingers moving with deliberate grace, as if silently directing the movement. Following her guidance, crystal-clear underground water veins surge from cracks in the polished black obsidian floor, weaving in powerful yet controlled currents between the rows of intricately carved spiral columns. From an unseen source high above, a powerful, dazzling white light pierced the temple's gloom, creating a dramatic chiaroscuro effect and casting sharp, elongated shadows on the floor and columns. The turbulent water shattered the light, transforming it into countless shifting specks that danced and flickered across the vaulted ceiling and the goddess's solemn face. The entire scene was imbued with a sacred, ancient power and a solemn, dramatic grandeur.",
+                "token_credit_reward": 9.6875,
+                "selected_reward": 9.6875,
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+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a slow upward tilt from a low angle capturing a magnificent corner of a Baroque temple, featuring a majestic goddess in rich attire standing at the center with sculpted features, long braided silver hair adorned with pearls and gemstones, and a robe woven from deep ocean velvet and shimmering gold brocade. The goddess extends her arms in a regal gesture, with crystal-clear underground water veins and dramatic lighting from above creating chiaroscuro effects.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but there are noticeable issues: occasional softness and minor blur; some artifacts around bright light regions; color grading is warm but not consistently balanced; lighting is dramatic but can wash out fine details. The sequence remains coherent and the composition is stable, though not pristine.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video presents the key elements: a central goddess figure, rich attire, long braided hair with adornments, arms extended in a regal gesture, and a temple setting with columns and dramatic lighting. The major missing element is the underground water veins and the dynamic water movement described in the prompt; these are not clearly depicted. Despite this omission, the core narrative and visual cues align well with the prompt.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene maintains plausible anatomy, lighting direction, and spatial relationships, with no obvious physics violations. However, the absence of the water dynamics reduces the perceived completeness of the scene relative to the prompt.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.84375,
+                    "TA": 3.578125,
+                    "MQ": 3.234375,
+                    "Overall": 9.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a slow upward tilt from a low angle capturing a magnificent corner of a Baroque temple, featuring a majestic goddess in rich attire standing at the center with sculpted features, long braided silver hair adorned with pearls and gemstones, and a robe woven from deep ocean velvet and shimmering gold brocade. The goddess extends her arms in a regal gesture, with crystal-clear underground water veins and dramatic lighting from above creating chiaroscuro effects.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but there are noticeable issues: occasional softness and minor blur; some artifacts around bright light regions; color grading is warm but not consistently balanced; lighting is dramatic but can wash out fine details. The sequence remains coherent and the composition is stable, though not pristine.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video presents the key elements: a central goddess figure, rich attire, long braided hair with adornments, arms extended in a regal gesture, and a temple setting with columns and dramatic lighting. The major missing element is the underground water veins and the dynamic water movement described in the prompt; these are not clearly depicted. Despite this omission, the core narrative and visual cues align well with the prompt.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene maintains plausible anatomy, lighting direction, and spatial relationships, with no obvious physics violations. However, the absence of the water dynamics reduces the perceived completeness of the scene relative to the prompt.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_15/index_tensor([694, 694])_group_15_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_15/index_tensor([694, 694])_group_15_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..b94b3552d99974b8bd82043c7ef19f672317151c
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_15/index_tensor([694, 694])_group_15_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "dynamic, low-angle tracking shot swiftly follows a highly polished metal sphere (roughly the size of a bowling ball) as it hurtles through a dense pine forest. Dappled afternoon sunlight filters through the tall treetops, casting long shadows and creating bright, fleeting highlights on the sphere's flawless chrome surface. The camera keeps pace as the sphere violently collides with the thick, gnarled trunk of an ancient pine tree. Subtly panning after impact, the camera unfurls, the force of the impact palpable as a shower of dark, rough bark and lighter wood chips explodes outward, fragments catching the golden light like shrapnel. The sphere's surface momentarily reflects a distorted, chaotic image of the impact, but rather than losing momentum, it tilts at an unpredictable angle and crashes into another trunk, repeating the destructive process with a powerful impact. The entire scene is a visceral display of raw kinetic energy, contrasting the tranquil, sun-drenched forest with the sphere's relentless violence, creating an atmosphere of tension and chaos.",
+        "seed": 9266,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_15/index_694_seed_9266_dp_30_rank_60_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.125,
+        "video_score2_ta": 1.828125,
+        "video_score2_mq": 3.65625,
+        "video_score2_overall": 8.625,
+        "avg": 8.609375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dynamic, low-angle tracking shot swiftly follows a highly polished metal sphere (roughly the size of a bowling ball) as it hurtles through a dense pine forest. Dappled afternoon sunlight filters through the tall treetops, casting long shadows and creating bright, fleeting highlights on the sphere's flawless chrome surface. The camera keeps pace as the sphere violently collides with the thick, gnarled trunk of an ancient pine tree. Subtly panning after impact, the camera unfurls, the force of the impact palpable as a shower of dark, rough bark and lighter wood chips explodes outward, fragments catching the golden light like shrapnel. The sphere's surface momentarily reflects a distorted, chaotic image of the impact, but rather than losing momentum, it tilts at an unpredictable angle and crashes into another trunk, repeating the destructive process with a powerful impact. The entire scene is a visceral display of raw kinetic energy, contrasting the tranquil, sun-drenched forest with the sphere's relentless violence, creating an atmosphere of tension and chaos.",
+                "token_credit_reward": 8.625,
+                "selected_reward": 8.625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dynamic sequence where a highly polished metal sphere (roughly a bowling-ball size) traverses a dense pine forest under dappled sunlight, culminating in a dramatic collision with a gnarled trunk. The scene should convey raw kinetic energy, contrast between tranquility and impact, and a visually striking moment of destruction.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid. The sphere shows convincing metallic reflections, the forest lighting has a warm, sunlit feel, and depth cues are present. There is some motion blur consistent with movement, and the overall rendering remains coherent across frames. While not flawless, the imagery is clear enough to support the intended mood and sequence, yielding a strong overall impression. This supports a Visual Quality score around 4.\n\nText-to-Video Alignment Assessment:\nThe video captures several elements of the prompt—metallic sphere, forest setting, and directional movement. However, key moments described in the prompt are not fully realized: there is no clearly visible collision with a trunk, and the dramatic shower of bark and chips is not evident. The alignment is partial, reflecting a moderate level of fidelity to the prompt. Overall, Text-to-Video Alignment would be rated around 3.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical behavior: the sphere moves with believable inertia, lighting remains consistent, and the environment behaves coherently. The absence of explicit collision dynamics reduces the perceived realism somewhat, but there are no obvious physical contradictions. Overall, Physical/Common-sense Consistency is acceptable and aligns with a score of 3.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.125,
+                    "TA": 1.828125,
+                    "MQ": 3.65625,
+                    "Overall": 8.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dynamic sequence where a highly polished metal sphere (roughly a bowling-ball size) traverses a dense pine forest under dappled sunlight, culminating in a dramatic collision with a gnarled trunk. The scene should convey raw kinetic energy, contrast between tranquility and impact, and a visually striking moment of destruction.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid. The sphere shows convincing metallic reflections, the forest lighting has a warm, sunlit feel, and depth cues are present. There is some motion blur consistent with movement, and the overall rendering remains coherent across frames. While not flawless, the imagery is clear enough to support the intended mood and sequence, yielding a strong overall impression. This supports a Visual Quality score around 4.\n\nText-to-Video Alignment Assessment:\nThe video captures several elements of the prompt—metallic sphere, forest setting, and directional movement. However, key moments described in the prompt are not fully realized: there is no clearly visible collision with a trunk, and the dramatic shower of bark and chips is not evident. The alignment is partial, reflecting a moderate level of fidelity to the prompt. Overall, Text-to-Video Alignment would be rated around 3.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical behavior: the sphere moves with believable inertia, lighting remains consistent, and the environment behaves coherently. The absence of explicit collision dynamics reduces the perceived realism somewhat, but there are no obvious physical contradictions. Overall, Physical/Common-sense Consistency is acceptable and aligns with a score of 3.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
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+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_15/index_694_seed_9267_dp_30_rank_60_sample_1_slot_1.mp4",
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dynamic sequence where a highly polished metal sphere traverses a dense pine forest under dappled sunlight, culminating in a dramatic collision with a tree trunk. The video, however, does not realize these events. The sequence remains largely static, with no evident motion or impact, and the described kinetic progression is not depicted. The alignment between the textual description and the visual content is therefore severely limited.\n\nVisual Quality Analysis:\nThe visuals are technically competent: resolution is adequate, lighting is natural, and the sphere and forest elements are clearly rendered. There are no obvious artifacts or distortions, and the scene maintains consistent color grading. However, because the core action is missing, the overall impact is diminished; the video reads more as a still-like capture than a dynamic sequence, resulting in only moderate visual engagement.\n\nText-to-Video Alignment Analysis:\nThere is a pronounced mismatch between the prompt and the actual video. The dynamic, high-energy events—swift tracking, rapid motion, collisions, and debris—are absent. The video presents a static or near-static frame sequence with no meaningful interaction, indicating very poor alignment with the requested narrative.\n\nPhysical/Common-sense Consistency:\nFrom a physical standpoint, the scene appears plausible: the sphere rests on the ground with believable lighting and environmental context, and there are no obvious physics violations in the visible setup. Yet the absence of motion and impact means the expected cause-and-effect dynamics are not demonstrated, leaving the sequence only marginally consistent with the intended scenario.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 1,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 3.09375,
+                    "TA": 1.75,
+                    "MQ": 2.65625,
+                    "Overall": 7.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dynamic sequence where a highly polished metal sphere traverses a dense pine forest under dappled sunlight, culminating in a dramatic collision with a tree trunk. The video, however, does not realize these events. The sequence remains largely static, with no evident motion or impact, and the described kinetic progression is not depicted. The alignment between the textual description and the visual content is therefore severely limited.\n\nVisual Quality Analysis:\nThe visuals are technically competent: resolution is adequate, lighting is natural, and the sphere and forest elements are clearly rendered. There are no obvious artifacts or distortions, and the scene maintains consistent color grading. However, because the core action is missing, the overall impact is diminished; the video reads more as a still-like capture than a dynamic sequence, resulting in only moderate visual engagement.\n\nText-to-Video Alignment Analysis:\nThere is a pronounced mismatch between the prompt and the actual video. The dynamic, high-energy events—swift tracking, rapid motion, collisions, and debris—are absent. The video presents a static or near-static frame sequence with no meaningful interaction, indicating very poor alignment with the requested narrative.\n\nPhysical/Common-sense Consistency:\nFrom a physical standpoint, the scene appears plausible: the sphere rests on the ground with believable lighting and environmental context, and there are no obvious physics violations in the visible setup. Yet the absence of motion and impact means the expected cause-and-effect dynamics are not demonstrated, leaving the sequence only marginally consistent with the intended scenario.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2"
+        ]
+    },
+    {
+        "prompt": "dynamic, low-angle tracking shot swiftly follows a highly polished metal sphere (roughly the size of a bowling ball) as it hurtles through a dense pine forest. Dappled afternoon sunlight filters through the tall treetops, casting long shadows and creating bright, fleeting highlights on the sphere's flawless chrome surface. The camera keeps pace as the sphere violently collides with the thick, gnarled trunk of an ancient pine tree. Subtly panning after impact, the camera unfurls, the force of the impact palpable as a shower of dark, rough bark and lighter wood chips explodes outward, fragments catching the golden light like shrapnel. The sphere's surface momentarily reflects a distorted, chaotic image of the impact, but rather than losing momentum, it tilts at an unpredictable angle and crashes into another trunk, repeating the destructive process with a powerful impact. The entire scene is a visceral display of raw kinetic energy, contrasting the tranquil, sun-drenched forest with the sphere's relentless violence, creating an atmosphere of tension and chaos.",
+        "seed": 9268,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_15/index_694_seed_9268_dp_31_rank_62_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.203125,
+        "video_score2_ta": 1.625,
+        "video_score2_mq": 3.0,
+        "video_score2_overall": 7.8125,
+        "avg": 7.828125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dynamic, low-angle tracking shot swiftly follows a highly polished metal sphere (roughly the size of a bowling ball) as it hurtles through a dense pine forest. Dappled afternoon sunlight filters through the tall treetops, casting long shadows and creating bright, fleeting highlights on the sphere's flawless chrome surface. The camera keeps pace as the sphere violently collides with the thick, gnarled trunk of an ancient pine tree. Subtly panning after impact, the camera unfurls, the force of the impact palpable as a shower of dark, rough bark and lighter wood chips explodes outward, fragments catching the golden light like shrapnel. The sphere's surface momentarily reflects a distorted, chaotic image of the impact, but rather than losing momentum, it tilts at an unpredictable angle and crashes into another trunk, repeating the destructive process with a powerful impact. The entire scene is a visceral display of raw kinetic energy, contrasting the tranquil, sun-drenched forest with the sphere's relentless violence, creating an atmosphere of tension and chaos.",
+                "token_credit_reward": 7.8125,
+                "selected_reward": 7.8125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dynamic sequence where a highly polished metal sphere traverses a dense pine forest under dappled sunlight, culminating in a dramatic collision with a tree trunk. The intended visuals emphasize kinetic energy, contrast between the serene forest and the sphere’s impact, and a visceral depiction of force and fragmentation. In practice, the video does not fully realize these events; the core action is underdeveloped and the dramatic impact remains only partially suggested.\n\nVisual Quality Analysis:\nThe frames show decent resolution with clear rendering of the sphere and forest elements, and lighting that evokes dappled sunlight. However, the overall motion is limited, with the sphere largely stationary across frames and only subtle changes in position. This yields a moderate level of visual quality: individual frames are coherent and well-rendered, but the sequence lacks the dynamic progression and cinematic polish implied by the prompt.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is weak. While some environmental cues (dense forest, lighting) are present, the central action—rapid movement, a collision with a tree, and a subsequent tilt or crash—is not realized. The video captures only a fragment of the described sequence, resulting in a low alignment score.\n\nPhysical/Common-sense Consistency:\nThe scene maintains basic physical plausibility: the sphere sits on the ground near a tree, lighting and shadows are consistent, and there are no obvious physics violations in the static frames. The lack of motion, however, reduces the perceived realism of a kinetic event, though no fundamental inconsistencies are evident.\n\nOverall assessment:\nThe video demonstrates competent rendering of environmental details and object appearance, but fails to deliver the dynamic action and narrative progression promised by the prompt. The result is a technically adequate yet narratively incomplete execution, with moderate visual quality, weak text-to-video alignment, and acceptable physical consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.203125,
+                    "TA": 1.625,
+                    "MQ": 3.0,
+                    "Overall": 7.8125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dynamic sequence where a highly polished metal sphere traverses a dense pine forest under dappled sunlight, culminating in a dramatic collision with a tree trunk. The intended visuals emphasize kinetic energy, contrast between the serene forest and the sphere’s impact, and a visceral depiction of force and fragmentation. In practice, the video does not fully realize these events; the core action is underdeveloped and the dramatic impact remains only partially suggested.\n\nVisual Quality Analysis:\nThe frames show decent resolution with clear rendering of the sphere and forest elements, and lighting that evokes dappled sunlight. However, the overall motion is limited, with the sphere largely stationary across frames and only subtle changes in position. This yields a moderate level of visual quality: individual frames are coherent and well-rendered, but the sequence lacks the dynamic progression and cinematic polish implied by the prompt.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is weak. While some environmental cues (dense forest, lighting) are present, the central action—rapid movement, a collision with a tree, and a subsequent tilt or crash—is not realized. The video captures only a fragment of the described sequence, resulting in a low alignment score.\n\nPhysical/Common-sense Consistency:\nThe scene maintains basic physical plausibility: the sphere sits on the ground near a tree, lighting and shadows are consistent, and there are no obvious physics violations in the static frames. The lack of motion, however, reduces the perceived realism of a kinetic event, though no fundamental inconsistencies are evident.\n\nOverall assessment:\nThe video demonstrates competent rendering of environmental details and object appearance, but fails to deliver the dynamic action and narrative progression promised by the prompt. The result is a technically adequate yet narratively incomplete execution, with moderate visual quality, weak text-to-video alignment, and acceptable physical consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "dynamic, low-angle tracking shot swiftly follows a highly polished metal sphere (roughly the size of a bowling ball) as it hurtles through a dense pine forest. Dappled afternoon sunlight filters through the tall treetops, casting long shadows and creating bright, fleeting highlights on the sphere's flawless chrome surface. The camera keeps pace as the sphere violently collides with the thick, gnarled trunk of an ancient pine tree. Subtly panning after impact, the camera unfurls, the force of the impact palpable as a shower of dark, rough bark and lighter wood chips explodes outward, fragments catching the golden light like shrapnel. The sphere's surface momentarily reflects a distorted, chaotic image of the impact, but rather than losing momentum, it tilts at an unpredictable angle and crashes into another trunk, repeating the destructive process with a powerful impact. The entire scene is a visceral display of raw kinetic energy, contrasting the tranquil, sun-drenched forest with the sphere's relentless violence, creating an atmosphere of tension and chaos.",
+        "seed": 9269,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_15/index_694_seed_9269_dp_31_rank_62_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.125,
+        "video_score2_ta": 2.125,
+        "video_score2_mq": 2.890625,
+        "video_score2_overall": 8.125,
+        "avg": 8.140625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dynamic, low-angle tracking shot swiftly follows a highly polished metal sphere (roughly the size of a bowling ball) as it hurtles through a dense pine forest. Dappled afternoon sunlight filters through the tall treetops, casting long shadows and creating bright, fleeting highlights on the sphere's flawless chrome surface. The camera keeps pace as the sphere violently collides with the thick, gnarled trunk of an ancient pine tree. Subtly panning after impact, the camera unfurls, the force of the impact palpable as a shower of dark, rough bark and lighter wood chips explodes outward, fragments catching the golden light like shrapnel. The sphere's surface momentarily reflects a distorted, chaotic image of the impact, but rather than losing momentum, it tilts at an unpredictable angle and crashes into another trunk, repeating the destructive process with a powerful impact. The entire scene is a visceral display of raw kinetic energy, contrasting the tranquil, sun-drenched forest with the sphere's relentless violence, creating an atmosphere of tension and chaos.",
+                "token_credit_reward": 8.125,
+                "selected_reward": 8.125,
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    0,
+                    2
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dynamic sequence where a highly polished metal sphere traverses a dense pine forest under dappled sunlight, culminating in a dramatic collision with a tree trunk. The video captures some elements of the prompt—such as the sphere, its reflective surface, and a forest setting with lighting—but does not fully realize the full narrative arc or the intensity implied by the prompt. Overall, the alignment is moderate rather than complete.\n\nVisual Quality Analysis:\nThe visuals show decent clarity and consistent lighting, with believable reflections on the sphere and a plausible forest environment. However, there are noticeable motion blur during movement and occasional frame-to-frame inconsistencies that reduce perceived sharpness. The result is a mid-range visual quality overall.\n\nText-to-Video Alignment Analysis:\nThe video includes several prompt-relevant elements (metallic sphere, forest setting, lighting). Yet key moments described in the prompt—specifically the violent collision with a trunk, the subsequent tilt, and repeated impacts—are not convincingly depicted. The alignment is therefore moderate, reflecting partial fulfillment of the prompt.\n\nPhysical/Common-sense Consistency:\nThe scene maintains basic physical plausibility in lighting and object interactions, but the expected dynamics of a high-energy impact are not convincingly portrayed. The motion and deformation do not consistently align with realistic physics, resulting in a lower score for common-sense consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 3.125,
+                    "TA": 2.125,
+                    "MQ": 2.890625,
+                    "Overall": 8.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dynamic sequence where a highly polished metal sphere traverses a dense pine forest under dappled sunlight, culminating in a dramatic collision with a tree trunk. The video captures some elements of the prompt—such as the sphere, its reflective surface, and a forest setting with lighting—but does not fully realize the full narrative arc or the intensity implied by the prompt. Overall, the alignment is moderate rather than complete.\n\nVisual Quality Analysis:\nThe visuals show decent clarity and consistent lighting, with believable reflections on the sphere and a plausible forest environment. However, there are noticeable motion blur during movement and occasional frame-to-frame inconsistencies that reduce perceived sharpness. The result is a mid-range visual quality overall.\n\nText-to-Video Alignment Analysis:\nThe video includes several prompt-relevant elements (metallic sphere, forest setting, lighting). Yet key moments described in the prompt—specifically the violent collision with a trunk, the subsequent tilt, and repeated impacts—are not convincingly depicted. The alignment is therefore moderate, reflecting partial fulfillment of the prompt.\n\nPhysical/Common-sense Consistency:\nThe scene maintains basic physical plausibility in lighting and object interactions, but the expected dynamics of a high-energy impact are not convincingly portrayed. The motion and deformation do not consistently align with realistic physics, resulting in a lower score for common-sense consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 2"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_2/index_tensor([394, 394])_group_2_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_2/index_tensor([394, 394])_group_2_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..5376e7224ce95a4700fbad282fccede696a27791
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_2/index_tensor([394, 394])_group_2_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "The camera begins with a dramatic Hitchcockian dolly zoom, looking upwards. In a meticulously rendered, two-dimensional world, a magnificent hotel complex, a fusion of classical Gothic spires and futuristic streamlines, prepares to lift off. Constructed of a sleek white composite material, the structure reflects a soft glow against the orange-red sky of dusk's magical hour. Numerous large floor-to-ceiling windows illuminate the warm glow of interior lights, and golden decorative moldings snake across the intricate structure. With a deep roar, several massive circular turbine engines at its base ignite, unleashing a dazzling, high-energy plasma flame blending white and pale blue. The scorching air whips the grass below into ripples, stirring up dust and blades of grass. At this moment, the camera physically and steadily pulls back, while the optical zoom simultaneously advances. The hotel's main structure remains nearly constant in size within the frame, but the vast green plains and distant horizon beneath it appear dramatically stretched and distorted, as if space itself is being deformed by its departure. The entire building complex began to break away from the earth solemnly and slowly with a slight tremor, rising upwards. This ingenious camera movement perfectly combined the majestic momentum of the building rising into the sky with a dazzling, surreal beauty that broke free from the constraints of gravity, creating a visual spectacle that is both shocking and dreamy.",
+        "seed": 15693,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_2/index_394_seed_15693_dp_4_rank_8_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.9375,
+        "video_score2_ta": 2.828125,
+        "video_score2_mq": 3.015625,
+        "video_score2_overall": 8.75,
+        "avg": 8.78125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "The camera begins with a dramatic Hitchcockian dolly zoom, looking upwards. In a meticulously rendered, two-dimensional world, a magnificent hotel complex, a fusion of classical Gothic spires and futuristic streamlines, prepares to lift off. Constructed of a sleek white composite material, the structure reflects a soft glow against the orange-red sky of dusk's magical hour. Numerous large floor-to-ceiling windows illuminate the warm glow of interior lights, and golden decorative moldings snake across the intricate structure. With a deep roar, several massive circular turbine engines at its base ignite, unleashing a dazzling, high-energy plasma flame blending white and pale blue. The scorching air whips the grass below into ripples, stirring up dust and blades of grass. At this moment, the camera physically and steadily pulls back, while the optical zoom simultaneously advances. The hotel's main structure remains nearly constant in size within the frame, but the vast green plains and distant horizon beneath it appear dramatically stretched and distorted, as if space itself is being deformed by its departure. The entire building complex began to break away from the earth solemnly and slowly with a slight tremor, rising upwards. This ingenious camera movement perfectly combined the majestic momentum of the building rising into the sky with a dazzling, surreal beauty that broke free from the constraints of gravity, creating a visual spectacle that is both shocking and dreamy.",
+                "token_credit_reward": 8.75,
+                "selected_reward": 8.75,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dramatic scene where a grand hotel complex, a fusion of classical Gothic spires and futuristic design, lifts off from a ground platform. Massive circular engines at the base produce intense flames, and the camera performs a dynamic pull-back with an upward tilt. The scene aims for a surreal yet physically plausible ascent through a transformed landscape.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear architectural details, with warm lighting and atmospheric color grading that supports the mood. However, there are noticeable issues: occasional motion blur during transitions, some frame-to-frame inconsistencies in sharpness, and minor artifacts that reduce overall polish. The sequence remains legible and coherent, but it does not reach high-end visual refinement.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong (score 4). The video captures the core elements: a multi-story hotel-like structure with Gothic spires and futuristic accents, a white composite appearance, and a warm interior glow against an orange-red sky. The dramatic camera movement described in the prompt — a pull-back with an upward tilt — is present, and the notion of a controlled ascent is conveyed. While certain aspects of the exact mechanism and the precise timing of events are not fully explicit, the overall narrative alignment remains solid.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene presents a plausible ascent with internal logic, but several aspects rely on stylized or fantastical physics: the combination of a conventional hotel form with a lifting mechanism, the interaction between engines and terrain, and the implied environmental response. These elements are coherent within the intended fantasy context, though they do not strictly adhere to real-world physics.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.9375,
+                    "TA": 2.828125,
+                    "MQ": 3.015625,
+                    "Overall": 8.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dramatic scene where a grand hotel complex, a fusion of classical Gothic spires and futuristic design, lifts off from a ground platform. Massive circular engines at the base produce intense flames, and the camera performs a dynamic pull-back with an upward tilt. The scene aims for a surreal yet physically plausible ascent through a transformed landscape.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear architectural details, with warm lighting and atmospheric color grading that supports the mood. However, there are noticeable issues: occasional motion blur during transitions, some frame-to-frame inconsistencies in sharpness, and minor artifacts that reduce overall polish. The sequence remains legible and coherent, but it does not reach high-end visual refinement.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong (score 4). The video captures the core elements: a multi-story hotel-like structure with Gothic spires and futuristic accents, a white composite appearance, and a warm interior glow against an orange-red sky. The dramatic camera movement described in the prompt — a pull-back with an upward tilt — is present, and the notion of a controlled ascent is conveyed. While certain aspects of the exact mechanism and the precise timing of events are not fully explicit, the overall narrative alignment remains solid.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene presents a plausible ascent with internal logic, but several aspects rely on stylized or fantastical physics: the combination of a conventional hotel form with a lifting mechanism, the interaction between engines and terrain, and the implied environmental response. These elements are coherent within the intended fantasy context, though they do not strictly adhere to real-world physics.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "The camera begins with a dramatic Hitchcockian dolly zoom, looking upwards. In a meticulously rendered, two-dimensional world, a magnificent hotel complex, a fusion of classical Gothic spires and futuristic streamlines, prepares to lift off. Constructed of a sleek white composite material, the structure reflects a soft glow against the orange-red sky of dusk's magical hour. Numerous large floor-to-ceiling windows illuminate the warm glow of interior lights, and golden decorative moldings snake across the intricate structure. With a deep roar, several massive circular turbine engines at its base ignite, unleashing a dazzling, high-energy plasma flame blending white and pale blue. The scorching air whips the grass below into ripples, stirring up dust and blades of grass. At this moment, the camera physically and steadily pulls back, while the optical zoom simultaneously advances. The hotel's main structure remains nearly constant in size within the frame, but the vast green plains and distant horizon beneath it appear dramatically stretched and distorted, as if space itself is being deformed by its departure. The entire building complex began to break away from the earth solemnly and slowly with a slight tremor, rising upwards. This ingenious camera movement perfectly combined the majestic momentum of the building rising into the sky with a dazzling, surreal beauty that broke free from the constraints of gravity, creating a visual spectacle that is both shocking and dreamy.",
+        "seed": 15694,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_2/index_394_seed_15694_dp_4_rank_8_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.03125,
+        "video_score2_ta": 1.7734375,
+        "video_score2_mq": 2.890625,
+        "video_score2_overall": 6.6875,
+        "avg": 6.6953125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "The camera begins with a dramatic Hitchcockian dolly zoom, looking upwards. In a meticulously rendered, two-dimensional world, a magnificent hotel complex, a fusion of classical Gothic spires and futuristic streamlines, prepares to lift off. Constructed of a sleek white composite material, the structure reflects a soft glow against the orange-red sky of dusk's magical hour. Numerous large floor-to-ceiling windows illuminate the warm glow of interior lights, and golden decorative moldings snake across the intricate structure. With a deep roar, several massive circular turbine engines at its base ignite, unleashing a dazzling, high-energy plasma flame blending white and pale blue. The scorching air whips the grass below into ripples, stirring up dust and blades of grass. At this moment, the camera physically and steadily pulls back, while the optical zoom simultaneously advances. The hotel's main structure remains nearly constant in size within the frame, but the vast green plains and distant horizon beneath it appear dramatically stretched and distorted, as if space itself is being deformed by its departure. The entire building complex began to break away from the earth solemnly and slowly with a slight tremor, rising upwards. This ingenious camera movement perfectly combined the majestic momentum of the building rising into the sky with a dazzling, surreal beauty that broke free from the constraints of gravity, creating a visual spectacle that is both shocking and dreamy.",
+                "token_credit_reward": 6.6875,
+                "selected_reward": 6.6875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dramatic architectural scene featuring a hotel complex with classical Gothic spires and futuristic elements, set in a two-dimensional world. It envisions a sequence where the building lifts off, with massive circular turbines at the base, a warm interior glow, and a camera that moves upward and outward as the structure separates from the ground and rises into the sky, accompanied by dynamic lighting and motion effects.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are legible but not highly refined. The resolution is moderate, with some pixelation and compression artifacts that reduce fine detail. The architectural features remain identifiable, and the warm sky gradient is present, but overall sharpness and texture fidelity are limited. The sequence appears relatively stable, yet the low-detail rendering and occasional artifacts detract from a polished look. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt. The frames show a substantial architectural form with spires and illuminated windows, which aligns with parts of the description. However, key elements—specifically the dramatic dolly zoom/lift-off sequence, the depiction of massive circular turbines at the base, and the intense, dynamic lighting and motion—are not realized in the static frames. The result captures some aspects of the concept but does not fully realize the described cinematic movement or energy. Overall, Text-to-Video Alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible spatial relationships and lighting; the building sits on a ground plane with consistent perspective and scale, and there are no obvious physics violations in the static composition. Given the absence of the intended kinetic actions, the evaluation focuses on how well the static geometry adheres to common-sense expectations. The overall physical consistency is acceptable but not exceptional, reflecting a moderate level (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.03125,
+                    "TA": 1.7734375,
+                    "MQ": 2.890625,
+                    "Overall": 6.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dramatic architectural scene featuring a hotel complex with classical Gothic spires and futuristic elements, set in a two-dimensional world. It envisions a sequence where the building lifts off, with massive circular turbines at the base, a warm interior glow, and a camera that moves upward and outward as the structure separates from the ground and rises into the sky, accompanied by dynamic lighting and motion effects.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are legible but not highly refined. The resolution is moderate, with some pixelation and compression artifacts that reduce fine detail. The architectural features remain identifiable, and the warm sky gradient is present, but overall sharpness and texture fidelity are limited. The sequence appears relatively stable, yet the low-detail rendering and occasional artifacts detract from a polished look. Overall, Visual Quality is moderate (score 3).\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt. The frames show a substantial architectural form with spires and illuminated windows, which aligns with parts of the description. However, key elements—specifically the dramatic dolly zoom/lift-off sequence, the depiction of massive circular turbines at the base, and the intense, dynamic lighting and motion—are not realized in the static frames. The result captures some aspects of the concept but does not fully realize the described cinematic movement or energy. Overall, Text-to-Video Alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible spatial relationships and lighting; the building sits on a ground plane with consistent perspective and scale, and there are no obvious physics violations in the static composition. Given the absence of the intended kinetic actions, the evaluation focuses on how well the static geometry adheres to common-sense expectations. The overall physical consistency is acceptable but not exceptional, reflecting a moderate level (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "The camera begins with a dramatic Hitchcockian dolly zoom, looking upwards. In a meticulously rendered, two-dimensional world, a magnificent hotel complex, a fusion of classical Gothic spires and futuristic streamlines, prepares to lift off. Constructed of a sleek white composite material, the structure reflects a soft glow against the orange-red sky of dusk's magical hour. Numerous large floor-to-ceiling windows illuminate the warm glow of interior lights, and golden decorative moldings snake across the intricate structure. With a deep roar, several massive circular turbine engines at its base ignite, unleashing a dazzling, high-energy plasma flame blending white and pale blue. The scorching air whips the grass below into ripples, stirring up dust and blades of grass. At this moment, the camera physically and steadily pulls back, while the optical zoom simultaneously advances. The hotel's main structure remains nearly constant in size within the frame, but the vast green plains and distant horizon beneath it appear dramatically stretched and distorted, as if space itself is being deformed by its departure. The entire building complex began to break away from the earth solemnly and slowly with a slight tremor, rising upwards. This ingenious camera movement perfectly combined the majestic momentum of the building rising into the sky with a dazzling, surreal beauty that broke free from the constraints of gravity, creating a visual spectacle that is both shocking and dreamy.",
+        "seed": 15695,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_2/index_394_seed_15695_dp_5_rank_10_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.6875,
+        "video_score2_ta": 3.1875,
+        "video_score2_mq": 2.890625,
+        "video_score2_overall": 8.75,
+        "avg": 8.765625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "The camera begins with a dramatic Hitchcockian dolly zoom, looking upwards. In a meticulously rendered, two-dimensional world, a magnificent hotel complex, a fusion of classical Gothic spires and futuristic streamlines, prepares to lift off. Constructed of a sleek white composite material, the structure reflects a soft glow against the orange-red sky of dusk's magical hour. Numerous large floor-to-ceiling windows illuminate the warm glow of interior lights, and golden decorative moldings snake across the intricate structure. With a deep roar, several massive circular turbine engines at its base ignite, unleashing a dazzling, high-energy plasma flame blending white and pale blue. The scorching air whips the grass below into ripples, stirring up dust and blades of grass. At this moment, the camera physically and steadily pulls back, while the optical zoom simultaneously advances. The hotel's main structure remains nearly constant in size within the frame, but the vast green plains and distant horizon beneath it appear dramatically stretched and distorted, as if space itself is being deformed by its departure. The entire building complex began to break away from the earth solemnly and slowly with a slight tremor, rising upwards. This ingenious camera movement perfectly combined the majestic momentum of the building rising into the sky with a dazzling, surreal beauty that broke free from the constraints of gravity, creating a visual spectacle that is both shocking and dreamy.",
+                "token_credit_reward": 8.75,
+                "selected_reward": 8.75,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dramatic scene where a grand hotel complex, a fusion of classical Gothic spires and futuristic streamlines, lifts off from a ground plane. It features a white composite exterior with a soft glow against an orange-red dusk sky, illuminated windows, and base-mounted circular turbines that produce a dazzling, high-energy flame. The sequence includes a camera pullback with an optical zoom, a sense of the building breaking free from the earth, and a gradual ascent into the sky, accompanied by dynamic environmental effects.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear architectural details, with warm lighting and atmospheric color grading that supports the dusk mood. However, there are noticeable issues: occasional motion blur during the lift-off, some instability in the flame and grass dynamics, and minor inconsistencies in scale and perspective across frames. These factors prevent a higher-fidelity impression, though the visuals remain coherent and readable.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a grand hotel-like form with Gothic cues and futuristic accents, a white exterior with warm illumination, and a dramatic lift-off sequence with a camera pullback and zoom. The major components described in the prompt are present and conveyed effectively. Some nuanced aspects—such as the precise integration of Gothic and futuristic aesthetics and the subtler environmental interactions—are not fully realized, but they do not significantly detract from the overall alignment.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The ascent and flame behavior are plausible within a stylized context, and the interaction with the ground and grass is generally believable. However, certain dynamics feel slightly artificial or exaggerated, and the transition from ground contact to flight lacks full physical realism, which keeps the scene within a reasonable but not fully convincing range.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.6875,
+                    "TA": 3.1875,
+                    "MQ": 2.890625,
+                    "Overall": 8.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dramatic scene where a grand hotel complex, a fusion of classical Gothic spires and futuristic streamlines, lifts off from a ground plane. It features a white composite exterior with a soft glow against an orange-red dusk sky, illuminated windows, and base-mounted circular turbines that produce a dazzling, high-energy flame. The sequence includes a camera pullback with an optical zoom, a sense of the building breaking free from the earth, and a gradual ascent into the sky, accompanied by dynamic environmental effects.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear architectural details, with warm lighting and atmospheric color grading that supports the dusk mood. However, there are noticeable issues: occasional motion blur during the lift-off, some instability in the flame and grass dynamics, and minor inconsistencies in scale and perspective across frames. These factors prevent a higher-fidelity impression, though the visuals remain coherent and readable.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a grand hotel-like form with Gothic cues and futuristic accents, a white exterior with warm illumination, and a dramatic lift-off sequence with a camera pullback and zoom. The major components described in the prompt are present and conveyed effectively. Some nuanced aspects—such as the precise integration of Gothic and futuristic aesthetics and the subtler environmental interactions—are not fully realized, but they do not significantly detract from the overall alignment.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The ascent and flame behavior are plausible within a stylized context, and the interaction with the ground and grass is generally believable. However, certain dynamics feel slightly artificial or exaggerated, and the transition from ground contact to flight lacks full physical realism, which keeps the scene within a reasonable but not fully convincing range.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "The camera begins with a dramatic Hitchcockian dolly zoom, looking upwards. In a meticulously rendered, two-dimensional world, a magnificent hotel complex, a fusion of classical Gothic spires and futuristic streamlines, prepares to lift off. Constructed of a sleek white composite material, the structure reflects a soft glow against the orange-red sky of dusk's magical hour. Numerous large floor-to-ceiling windows illuminate the warm glow of interior lights, and golden decorative moldings snake across the intricate structure. With a deep roar, several massive circular turbine engines at its base ignite, unleashing a dazzling, high-energy plasma flame blending white and pale blue. The scorching air whips the grass below into ripples, stirring up dust and blades of grass. At this moment, the camera physically and steadily pulls back, while the optical zoom simultaneously advances. The hotel's main structure remains nearly constant in size within the frame, but the vast green plains and distant horizon beneath it appear dramatically stretched and distorted, as if space itself is being deformed by its departure. The entire building complex began to break away from the earth solemnly and slowly with a slight tremor, rising upwards. This ingenious camera movement perfectly combined the majestic momentum of the building rising into the sky with a dazzling, surreal beauty that broke free from the constraints of gravity, creating a visual spectacle that is both shocking and dreamy.",
+        "seed": 15696,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_2/index_394_seed_15696_dp_5_rank_10_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.875,
+        "video_score2_ta": 2.296875,
+        "video_score2_mq": 2.390625,
+        "video_score2_overall": 6.5625,
+        "avg": 6.5625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "The camera begins with a dramatic Hitchcockian dolly zoom, looking upwards. In a meticulously rendered, two-dimensional world, a magnificent hotel complex, a fusion of classical Gothic spires and futuristic streamlines, prepares to lift off. Constructed of a sleek white composite material, the structure reflects a soft glow against the orange-red sky of dusk's magical hour. Numerous large floor-to-ceiling windows illuminate the warm glow of interior lights, and golden decorative moldings snake across the intricate structure. With a deep roar, several massive circular turbine engines at its base ignite, unleashing a dazzling, high-energy plasma flame blending white and pale blue. The scorching air whips the grass below into ripples, stirring up dust and blades of grass. At this moment, the camera physically and steadily pulls back, while the optical zoom simultaneously advances. The hotel's main structure remains nearly constant in size within the frame, but the vast green plains and distant horizon beneath it appear dramatically stretched and distorted, as if space itself is being deformed by its departure. The entire building complex began to break away from the earth solemnly and slowly with a slight tremor, rising upwards. This ingenious camera movement perfectly combined the majestic momentum of the building rising into the sky with a dazzling, surreal beauty that broke free from the constraints of gravity, creating a visual spectacle that is both shocking and dreamy.",
+                "token_credit_reward": 6.5625,
+                "selected_reward": 6.5625,
+                "frame_importance": [
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+                "credit_map_shape": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dramatic architectural scene featuring a white hotel complex with Gothic spires and futuristic elements, set against an orange-red dusk sky. Interior lights illuminate the structure, and the scene includes massive circular turbines at the base, a deep roar, and a camera movement that suggests a combination of a dolly zoom and a steady pullback, with the building lifting off and breaking free from gravity. The description emphasizes a surreal, dreamlike quality.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear depiction of the building, with warm lighting and atmospheric sky tones. However, there are noticeable distortions in the building geometry across frames, and some warping or morphing effects reduce realism. The sequence remains legible and coherent, but the inconsistencies prevent a higher rating.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is limited (score 2). While the video presents a white hotel-like structure with illuminated windows and a dusk ambiance, key elements described in the prompt are not convincingly realized: the distinctive Gothic spires and futuristic streamlines are not clearly present, and the dramatic lift-off, massive circular turbines, and intense white-blue flames are not evident. The camera movement does not clearly demonstrate the described dolly zoom with a steady pullback, and the scene lacks the intended surreal, gravity-defying dynamics. Overall, the video only partially aligns with the prompt.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene maintains plausible scale and lighting, and the grass movement appears believable. However, the building exhibits frame-to-frame distortions and some non-rigid behavior that challenge strict physical realism, though these issues do not render the scene entirely implausible.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 1.875,
+                    "TA": 2.296875,
+                    "MQ": 2.390625,
+                    "Overall": 6.5625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dramatic architectural scene featuring a white hotel complex with Gothic spires and futuristic elements, set against an orange-red dusk sky. Interior lights illuminate the structure, and the scene includes massive circular turbines at the base, a deep roar, and a camera movement that suggests a combination of a dolly zoom and a steady pullback, with the building lifting off and breaking free from gravity. The description emphasizes a surreal, dreamlike quality.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear depiction of the building, with warm lighting and atmospheric sky tones. However, there are noticeable distortions in the building geometry across frames, and some warping or morphing effects reduce realism. The sequence remains legible and coherent, but the inconsistencies prevent a higher rating.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is limited (score 2). While the video presents a white hotel-like structure with illuminated windows and a dusk ambiance, key elements described in the prompt are not convincingly realized: the distinctive Gothic spires and futuristic streamlines are not clearly present, and the dramatic lift-off, massive circular turbines, and intense white-blue flames are not evident. The camera movement does not clearly demonstrate the described dolly zoom with a steady pullback, and the scene lacks the intended surreal, gravity-defying dynamics. Overall, the video only partially aligns with the prompt.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene maintains plausible scale and lighting, and the grass movement appears believable. However, the building exhibits frame-to-frame distortions and some non-rigid behavior that challenge strict physical realism, though these issues do not render the scene entirely implausible.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_3/index_tensor([4338, 4338])_group_3_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_3/index_tensor([4338, 4338])_group_3_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..6cf1de67b63db645242253df3a619e6fed825ee6
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_3/index_tensor([4338, 4338])_group_3_rewards.json	
@@ -0,0 +1,10210 @@
+[
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+        "seed": 4865,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_3/index_4338_seed_4865_dp_6_rank_12_sample_0_slot_0.mp4",
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+        "avg": 10.109375,
+        "reward_records": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic tracking shot in an extreme close-up, filmed in ultra-slow motion, featuring a single caviar rising from a fragmented ice crystal. It envisions a perfectly smooth, deep black surface with a lustrous finish, dramatic high-contrast lighting, and a sequence where the caviar breaks free with an almost imperceptible, ritualistic gesture, leaving behind a scattering of ice fragments and a thin film of melted ice on the surface. The overall aesthetic is one of cold blue/white tones contrasting with rich black, aiming for an atmosphere of splendor and luxury.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are strong but not flawless. The imagery maintains good clarity and a convincing depth of field, with well-controlled lighting that yields a dramatic blue/white palette and clear separation between the dark caviar and the bright surroundings. The ice fragments and splash effects read convincingly, and the overall composition remains aesthetically coherent. However, there are minor inconsistencies in frame-to-frame polish and occasional slight deviations in color grading or edge sharpness that prevent a perfect top-tier score. Overall, Visual Quality is solid and aligns with a 4/5 rating.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt—close-up framing, ultra-slow-motion feel, a single caviar, and a dramatic lighting setup with ice fragmentation. Yet certain aspects are only partially realized: the caviar’s surface does not consistently convey an impeccably smooth, perfectly lustrous finish, and the described “dazzling, star-like brilliance” is intermittently present. The sequence of the caviar breaking free and the scattering of ice fragments is suggested but not uniformly demonstrated across frames, and the implied “thin film of melted ice” is not always clearly depicted. In sum, alignment is moderate rather than complete, corresponding to a 3/5 rating.\n\nPhysical/Common-sense Consistency:\nThe dynamics of ice fragmentation and the interaction between the caviar and surrounding ice appear plausible within the context of a stylized food-physics scenario. Lighting, shadows, and material interactions support a believable scene, and the overall behavior remains coherent throughout. Some micro-details (e.g., exact melt rate, the precise timing of the caviar’s release) are stylized rather than strictly physically rigorous, but they do not undermine overall plausibility. This yields a solid 4/5 rating for Physical/Common-sense Consistency.\n\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 4\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 4
+                },
+                "soft_scores": {
+                    "VQ": 3.515625,
+                    "TA": 2.859375,
+                    "MQ": 3.734375,
+                    "Overall": 10.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic tracking shot in an extreme close-up, filmed in ultra-slow motion, featuring a single caviar rising from a fragmented ice crystal. It envisions a perfectly smooth, deep black surface with a lustrous finish, dramatic high-contrast lighting, and a sequence where the caviar breaks free with an almost imperceptible, ritualistic gesture, leaving behind a scattering of ice fragments and a thin film of melted ice on the surface. The overall aesthetic is one of cold blue/white tones contrasting with rich black, aiming for an atmosphere of splendor and luxury.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are strong but not flawless. The imagery maintains good clarity and a convincing depth of field, with well-controlled lighting that yields a dramatic blue/white palette and clear separation between the dark caviar and the bright surroundings. The ice fragments and splash effects read convincingly, and the overall composition remains aesthetically coherent. However, there are minor inconsistencies in frame-to-frame polish and occasional slight deviations in color grading or edge sharpness that prevent a perfect top-tier score. Overall, Visual Quality is solid and aligns with a 4/5 rating.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt—close-up framing, ultra-slow-motion feel, a single caviar, and a dramatic lighting setup with ice fragmentation. Yet certain aspects are only partially realized: the caviar’s surface does not consistently convey an impeccably smooth, perfectly lustrous finish, and the described “dazzling, star-like brilliance” is intermittently present. The sequence of the caviar breaking free and the scattering of ice fragments is suggested but not uniformly demonstrated across frames, and the implied “thin film of melted ice” is not always clearly depicted. In sum, alignment is moderate rather than complete, corresponding to a 3/5 rating.\n\nPhysical/Common-sense Consistency:\nThe dynamics of ice fragmentation and the interaction between the caviar and surrounding ice appear plausible within the context of a stylized food-physics scenario. Lighting, shadows, and material interactions support a believable scene, and the overall behavior remains coherent throughout. Some micro-details (e.g., exact melt rate, the precise timing of the caviar’s release) are stylized rather than strictly physically rigorous, but they do not undermine overall plausibility. This yields a solid 4/5 rating for Physical/Common-sense Consistency.\n\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 4"
+        ]
+    },
+    {
+        "prompt": "dynamic tracking shot, filmed in extreme close-up and ultra-slow motion, uses head tracking to lock onto a single caviar as it majestically rises from a fragmented ice crystal. This caviar, like a perfect black pearl, boasts an impeccably smooth surface, a deep, lustrous inky black. Under dramatic, high-contrast spotlights, its rounded sphere reflects a dazzling, star-like brilliance. As it slowly breaks free from the ice with an almost imperceptible, ritualistic gesture, countless tiny, angular shards of ice are gently pushed aside, and tiny frost particles gracefully scatter in slow motion. Each irregular facet of the ice crystal refracts and scatters the cool light, creating a microscopic world of diamond-like brilliance against the deep, blurred background. A nearly invisible, thin film of melted ice clings to the caviar's surface, enhancing its moist sheen and visual transparency. The tones of the entire picture are mainly cold blue and pure white, which form a sharp contrast with the rich black of caviar, together rendering an atmosphere of splendor, solemnity and ultimate luxury like an awards ceremony.",
+        "seed": 4866,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_3/index_4338_seed_4866_dp_6_rank_12_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 3,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.390625,
+        "video_score2_ta": 3.265625,
+        "video_score2_mq": 3.59375,
+        "video_score2_overall": 10.25,
+        "avg": 10.25,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dynamic tracking shot, filmed in extreme close-up and ultra-slow motion, uses head tracking to lock onto a single caviar as it majestically rises from a fragmented ice crystal. This caviar, like a perfect black pearl, boasts an impeccably smooth surface, a deep, lustrous inky black. Under dramatic, high-contrast spotlights, its rounded sphere reflects a dazzling, star-like brilliance. As it slowly breaks free from the ice with an almost imperceptible, ritualistic gesture, countless tiny, angular shards of ice are gently pushed aside, and tiny frost particles gracefully scatter in slow motion. Each irregular facet of the ice crystal refracts and scatters the cool light, creating a microscopic world of diamond-like brilliance against the deep, blurred background. A nearly invisible, thin film of melted ice clings to the caviar's surface, enhancing its moist sheen and visual transparency. The tones of the entire picture are mainly cold blue and pure white, which form a sharp contrast with the rich black of caviar, together rendering an atmosphere of splendor, solemnity and ultimate luxury like an awards ceremony.",
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic tracking shot in extreme close-up and ultra-slow motion featuring a single caviar rising from fragmented ice crystals, with a perfectly smooth, deep black surface and a star-like brilliance under dramatic lighting. The sequence should show the caviar breaking free with an almost imperceptible, ritualistic gesture, ice fragments scattering, and a near-invisible film of melted ice on the surface. The overall aesthetic is cold blue/white with a rich black caviar, aiming for an atmosphere of splendor and luxury.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid but not flawless. The imagery maintains good clarity and a consistent blue-white palette with a dark focal point, and the lighting contributes to a dramatic mood. However, there are minor inconsistencies in sharpness across frames and slight color/contrast variations that prevent a perfect top-tier look. Overall, Visual Quality is strong but not exemplary (score 4).\n\nText-to-Video Alignment Assessment:\nThe video captures several key elements of the prompt—close-up framing, dramatic lighting, and a central dark object with a glossy surface. Yet crucial moments described in the prompt, such as the caviar breaking free with a ritualistic gesture and the explicit scattering of ice fragments, are not clearly realized. The alignment is moderate rather than complete (score 3).\n\nPhysical/Common-sense Consistency Assessment:\nThe scene presents a plausible interaction between the caviar and surrounding ice, with believable light reflections and a coherent spatial arrangement. Some micro-physics details (e.g., exact melt dynamics and fragment behavior) are not fully demonstrated, but the overall physical consistency remains reasonable (score 3).\n\nOverall assessment:\nThe video demonstrates solid technical execution with room for improvement in fully realizing the dynamic narrative and precise physical interactions described in the prompt.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.390625,
+                    "TA": 3.265625,
+                    "MQ": 3.59375,
+                    "Overall": 10.25
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic tracking shot in extreme close-up and ultra-slow motion featuring a single caviar rising from fragmented ice crystals, with a perfectly smooth, deep black surface and a star-like brilliance under dramatic lighting. The sequence should show the caviar breaking free with an almost imperceptible, ritualistic gesture, ice fragments scattering, and a near-invisible film of melted ice on the surface. The overall aesthetic is cold blue/white with a rich black caviar, aiming for an atmosphere of splendor and luxury.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are solid but not flawless. The imagery maintains good clarity and a consistent blue-white palette with a dark focal point, and the lighting contributes to a dramatic mood. However, there are minor inconsistencies in sharpness across frames and slight color/contrast variations that prevent a perfect top-tier look. Overall, Visual Quality is strong but not exemplary (score 4).\n\nText-to-Video Alignment Assessment:\nThe video captures several key elements of the prompt—close-up framing, dramatic lighting, and a central dark object with a glossy surface. Yet crucial moments described in the prompt, such as the caviar breaking free with a ritualistic gesture and the explicit scattering of ice fragments, are not clearly realized. The alignment is moderate rather than complete (score 3).\n\nPhysical/Common-sense Consistency Assessment:\nThe scene presents a plausible interaction between the caviar and surrounding ice, with believable light reflections and a coherent spatial arrangement. Some micro-physics details (e.g., exact melt dynamics and fragment behavior) are not fully demonstrated, but the overall physical consistency remains reasonable (score 3).\n\nOverall assessment:\nThe video demonstrates solid technical execution with room for improvement in fully realizing the dynamic narrative and precise physical interactions described in the prompt.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "dynamic tracking shot, filmed in extreme close-up and ultra-slow motion, uses head tracking to lock onto a single caviar as it majestically rises from a fragmented ice crystal. This caviar, like a perfect black pearl, boasts an impeccably smooth surface, a deep, lustrous inky black. Under dramatic, high-contrast spotlights, its rounded sphere reflects a dazzling, star-like brilliance. As it slowly breaks free from the ice with an almost imperceptible, ritualistic gesture, countless tiny, angular shards of ice are gently pushed aside, and tiny frost particles gracefully scatter in slow motion. Each irregular facet of the ice crystal refracts and scatters the cool light, creating a microscopic world of diamond-like brilliance against the deep, blurred background. A nearly invisible, thin film of melted ice clings to the caviar's surface, enhancing its moist sheen and visual transparency. The tones of the entire picture are mainly cold blue and pure white, which form a sharp contrast with the rich black of caviar, together rendering an atmosphere of splendor, solemnity and ultimate luxury like an awards ceremony.",
+        "seed": 4867,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_3/index_4338_seed_4867_dp_7_rank_14_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 3,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.53125,
+        "video_score2_ta": 2.5,
+        "video_score2_mq": 3.65625,
+        "video_score2_overall": 9.6875,
+        "avg": 9.6875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dynamic tracking shot, filmed in extreme close-up and ultra-slow motion, uses head tracking to lock onto a single caviar as it majestically rises from a fragmented ice crystal. This caviar, like a perfect black pearl, boasts an impeccably smooth surface, a deep, lustrous inky black. Under dramatic, high-contrast spotlights, its rounded sphere reflects a dazzling, star-like brilliance. As it slowly breaks free from the ice with an almost imperceptible, ritualistic gesture, countless tiny, angular shards of ice are gently pushed aside, and tiny frost particles gracefully scatter in slow motion. Each irregular facet of the ice crystal refracts and scatters the cool light, creating a microscopic world of diamond-like brilliance against the deep, blurred background. A nearly invisible, thin film of melted ice clings to the caviar's surface, enhancing its moist sheen and visual transparency. The tones of the entire picture are mainly cold blue and pure white, which form a sharp contrast with the rich black of caviar, together rendering an atmosphere of splendor, solemnity and ultimate luxury like an awards ceremony.",
+                "token_credit_reward": 9.6875,
+                "selected_reward": 9.6875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic tracking shot in an extreme close-up, filmed in ultra-slow motion, focusing on a single caviar rising from fragmented ice. It envisions a near-perfect black pearl with a smooth, lustrous surface, dramatic high-contrast lighting, and a sequence where the caviar breaks free from the ice with an almost imperceptible, ritual-like gesture, accompanied by ice fragments and tiny frost particles, culminating in a luxurious, ceremony-like atmosphere.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are strong but not flawless. The imagery is clear with good focus on the central subject, and the blue/white color palette is consistent. Lighting provides decent contrast between the dark caviar and the bright background, and the depth-of-field effect is convincing. Water droplets and ice fragments contribute to the aesthetic, and the overall composition remains coherent across shots. However, there are minor inconsistencies in lighting and texture that prevent a perfect 5, placing the Visual Quality at a solid 4.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt—close-up framing, ultra-slow-motion feel, and a prominent central object. Yet key aspects are underrepresented or missing: the caviar does not clearly exhibit a perfectly smooth, lustrous surface; the dramatic, high-contrast lighting is not strongly realized; the moment of breaking free from the ice and the accompanying ice-shattering dynamics are not convincingly depicted. Overall alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical behavior: the caviar remains spherical, droplets behave realistically, and the ice fragments interact in a believable manner. There are no obvious violations of basic physics, though some micro-dynamics could be refined for stronger realism. Overall, physical consistency is acceptable but not exceptional (score 3).\n\nGround-truth scores: Visual Quality = 4; Text-to-Video Alignment = 3; Physical Consistency = 3.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 4,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.53125,
+                    "TA": 2.5,
+                    "MQ": 3.65625,
+                    "Overall": 9.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic tracking shot in an extreme close-up, filmed in ultra-slow motion, focusing on a single caviar rising from fragmented ice. It envisions a near-perfect black pearl with a smooth, lustrous surface, dramatic high-contrast lighting, and a sequence where the caviar breaks free from the ice with an almost imperceptible, ritual-like gesture, accompanied by ice fragments and tiny frost particles, culminating in a luxurious, ceremony-like atmosphere.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are strong but not flawless. The imagery is clear with good focus on the central subject, and the blue/white color palette is consistent. Lighting provides decent contrast between the dark caviar and the bright background, and the depth-of-field effect is convincing. Water droplets and ice fragments contribute to the aesthetic, and the overall composition remains coherent across shots. However, there are minor inconsistencies in lighting and texture that prevent a perfect 5, placing the Visual Quality at a solid 4.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt—close-up framing, ultra-slow-motion feel, and a prominent central object. Yet key aspects are underrepresented or missing: the caviar does not clearly exhibit a perfectly smooth, lustrous surface; the dramatic, high-contrast lighting is not strongly realized; the moment of breaking free from the ice and the accompanying ice-shattering dynamics are not convincingly depicted. Overall alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical behavior: the caviar remains spherical, droplets behave realistically, and the ice fragments interact in a believable manner. There are no obvious violations of basic physics, though some micro-dynamics could be refined for stronger realism. Overall, physical consistency is acceptable but not exceptional (score 3).\n\nGround-truth scores: Visual Quality = 4; Text-to-Video Alignment = 3; Physical Consistency = 3.\n</think>\n\n(1) visual quality: 4\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "dynamic tracking shot, filmed in extreme close-up and ultra-slow motion, uses head tracking to lock onto a single caviar as it majestically rises from a fragmented ice crystal. This caviar, like a perfect black pearl, boasts an impeccably smooth surface, a deep, lustrous inky black. Under dramatic, high-contrast spotlights, its rounded sphere reflects a dazzling, star-like brilliance. As it slowly breaks free from the ice with an almost imperceptible, ritualistic gesture, countless tiny, angular shards of ice are gently pushed aside, and tiny frost particles gracefully scatter in slow motion. Each irregular facet of the ice crystal refracts and scatters the cool light, creating a microscopic world of diamond-like brilliance against the deep, blurred background. A nearly invisible, thin film of melted ice clings to the caviar's surface, enhancing its moist sheen and visual transparency. The tones of the entire picture are mainly cold blue and pure white, which form a sharp contrast with the rich black of caviar, together rendering an atmosphere of splendor, solemnity and ultimate luxury like an awards ceremony.",
+        "seed": 4868,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_3/index_4338_seed_4868_dp_7_rank_14_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 3,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.09375,
+        "video_score2_ta": 2.609375,
+        "video_score2_mq": 2.96875,
+        "video_score2_overall": 8.625,
+        "avg": 8.671875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dynamic tracking shot, filmed in extreme close-up and ultra-slow motion, uses head tracking to lock onto a single caviar as it majestically rises from a fragmented ice crystal. This caviar, like a perfect black pearl, boasts an impeccably smooth surface, a deep, lustrous inky black. Under dramatic, high-contrast spotlights, its rounded sphere reflects a dazzling, star-like brilliance. As it slowly breaks free from the ice with an almost imperceptible, ritualistic gesture, countless tiny, angular shards of ice are gently pushed aside, and tiny frost particles gracefully scatter in slow motion. Each irregular facet of the ice crystal refracts and scatters the cool light, creating a microscopic world of diamond-like brilliance against the deep, blurred background. A nearly invisible, thin film of melted ice clings to the caviar's surface, enhancing its moist sheen and visual transparency. The tones of the entire picture are mainly cold blue and pure white, which form a sharp contrast with the rich black of caviar, together rendering an atmosphere of splendor, solemnity and ultimate luxury like an awards ceremony.",
+                "token_credit_reward": 8.625,
+                "selected_reward": 8.625,
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic tracking shot in an extreme close-up, filmed in ultra-slow motion, focusing on a single caviar rising from fragmented ice. It envisions a near-perfect black pearl with a smooth, lustrous surface, dramatic high-contrast lighting, and a sequence where the caviar breaks free from the ice with an almost imperceptible, ritual-like gesture, accompanied by ice fragments scattering and a film of melted ice clinging to the surface. The overall aesthetic is one of cold, crisp luxury.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are coherent but mid-range in fidelity. The imagery shows a spherical object with a dark surface and a textured appearance, set against a blue/teal backdrop with ice-like elements. Lighting is dramatic and there is some depth-of-field blur, yet the resolution and fine detail are not consistently high. The sequence remains stable with no obvious distortions, and the color palette stays within cool blues and teals. Overall, the visual quality is moderate rather than exceptional.\n\nText-to-Video Alignment Assessment:\nThe video captures several core aspects of the prompt—close-up framing, dramatic lighting, and a central spherical subject with ice-related elements. However, key specifics are not convincingly realized: the surface does not appear perfectly smooth or lustrous; the object reads more as a textured or faceted sphere rather than a flawless black pearl; the moment of breaking free from the ice and the precise, almost imperceptible gesture are not clearly depicted; the ice fragmentation and the presence of a thin film of melted ice are not distinctly demonstrated. In sum, alignment is partial and mid-level.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical behavior: the object’s motion, the interaction with ice, and the lighting dynamics align with basic expectations. There are no glaring physical contradictions, though the stylized rendering introduces minor deviations from strict realism. Overall, physical consistency is acceptable but not exceptional.\n\nGround-truth scores (for reference): Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.09375,
+                    "TA": 2.609375,
+                    "MQ": 2.96875,
+                    "Overall": 8.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic tracking shot in an extreme close-up, filmed in ultra-slow motion, focusing on a single caviar rising from fragmented ice. It envisions a near-perfect black pearl with a smooth, lustrous surface, dramatic high-contrast lighting, and a sequence where the caviar breaks free from the ice with an almost imperceptible, ritual-like gesture, accompanied by ice fragments scattering and a film of melted ice clinging to the surface. The overall aesthetic is one of cold, crisp luxury.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are coherent but mid-range in fidelity. The imagery shows a spherical object with a dark surface and a textured appearance, set against a blue/teal backdrop with ice-like elements. Lighting is dramatic and there is some depth-of-field blur, yet the resolution and fine detail are not consistently high. The sequence remains stable with no obvious distortions, and the color palette stays within cool blues and teals. Overall, the visual quality is moderate rather than exceptional.\n\nText-to-Video Alignment Assessment:\nThe video captures several core aspects of the prompt—close-up framing, dramatic lighting, and a central spherical subject with ice-related elements. However, key specifics are not convincingly realized: the surface does not appear perfectly smooth or lustrous; the object reads more as a textured or faceted sphere rather than a flawless black pearl; the moment of breaking free from the ice and the precise, almost imperceptible gesture are not clearly depicted; the ice fragmentation and the presence of a thin film of melted ice are not distinctly demonstrated. In sum, alignment is partial and mid-level.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible physical behavior: the object’s motion, the interaction with ice, and the lighting dynamics align with basic expectations. There are no glaring physical contradictions, though the stylized rendering introduces minor deviations from strict realism. Overall, physical consistency is acceptable but not exceptional.\n\nGround-truth scores (for reference): Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_4/index_tensor([7707, 7707])_group_4_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_4/index_tensor([7707, 7707])_group_4_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..971abb62da59fa602e75e509c209df11aba3693c
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_4/index_tensor([7707, 7707])_group_4_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "dynamic, high-speed tracking shot, filmed from a very low, overhead angle, closely follows a male athlete at the edge of his sprint. His short, sweat-soaked black hair clings to his scalp, his facial muscles strained into a mask of determination from sheer effort. His eyes, wide open, stare fixed intently at the white finish line ribbon just in sight. He wears a bright red, sleeveless, tight-fitting sports vest, outlining every bulging chest muscle and shoulder line. His powerful arms swing back and forth with astonishing speed and force, propelling his body forward to its limit. His thigh muscles are sculpted, and he pushes the red plastic track with every stride, stretching the white track line beneath his feet into a blurred, straight line in the camera. In the background, the surging crowd and flashbulbs in the stadium stands merge into a sea of dynamic color, their cheers seemingly frozen in time. The bright stadium floodlights cast a strong shadow on his sweat-covered skin, making every movement full of epic power. The whole picture, with the combined effect of high-speed movement and extremely low perspective, perfectly captures the huge tension and impending glory of the moment before breaking through the finish line.",
+        "seed": 4547,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_4/index_7707_seed_4547_dp_8_rank_16_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.59375,
+        "video_score2_ta": 3.0625,
+        "video_score2_mq": 3.21875,
+        "video_score2_overall": 8.875,
+        "avg": 8.875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dynamic, high-speed tracking shot, filmed from a very low, overhead angle, closely follows a male athlete at the edge of his sprint. His short, sweat-soaked black hair clings to his scalp, his facial muscles strained into a mask of determination from sheer effort. His eyes, wide open, stare fixed intently at the white finish line ribbon just in sight. He wears a bright red, sleeveless, tight-fitting sports vest, outlining every bulging chest muscle and shoulder line. His powerful arms swing back and forth with astonishing speed and force, propelling his body forward to its limit. His thigh muscles are sculpted, and he pushes the red plastic track with every stride, stretching the white track line beneath his feet into a blurred, straight line in the camera. In the background, the surging crowd and flashbulbs in the stadium stands merge into a sea of dynamic color, their cheers seemingly frozen in time. The bright stadium floodlights cast a strong shadow on his sweat-covered skin, making every movement full of epic power. The whole picture, with the combined effect of high-speed movement and extremely low perspective, perfectly captures the huge tension and impending glory of the moment before breaking through the finish line.",
+                "token_credit_reward": 8.875,
+                "selected_reward": 8.875,
+                "frame_importance": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic, high-speed tracking shot from a very low, overhead angle following a male athlete at the edge of his sprint. It emphasizes the athlete's appearance, clothing, posture, and the stadium environment with dramatic lighting and a sense of imminent breakthrough.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but exhibit noticeable softness and some motion blur that reduce sharpness. Lighting remains consistent across shots, and there are no major distortions or artifacts. The sequence conveys a cinematic feel, but the overall clarity does not reach high-end production levels.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents a low-angle tracking shot, a male athlete, and a stadium setting with visible crowd and lighting cues. The athlete’s determined expression and athletic gear align with the description, and the scene captures the intended emotional intensity. A few minor deviations exist (e.g., exact finish-line visibility or precise synchronization of arm swings), but they do not significantly detract from the alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The athlete’s proportions and movement appear plausible, and environmental lighting/shadows are coherent. However, there are subtle inconsistencies in motion dynamics and interaction with the track surface that prevent a higher level of realism, though nothing is severely implausible.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.59375,
+                    "TA": 3.0625,
+                    "MQ": 3.21875,
+                    "Overall": 8.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic, high-speed tracking shot from a very low, overhead angle following a male athlete at the edge of his sprint. It emphasizes the athlete's appearance, clothing, posture, and the stadium environment with dramatic lighting and a sense of imminent breakthrough.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but exhibit noticeable softness and some motion blur that reduce sharpness. Lighting remains consistent across shots, and there are no major distortions or artifacts. The sequence conveys a cinematic feel, but the overall clarity does not reach high-end production levels.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video presents a low-angle tracking shot, a male athlete, and a stadium setting with visible crowd and lighting cues. The athlete’s determined expression and athletic gear align with the description, and the scene captures the intended emotional intensity. A few minor deviations exist (e.g., exact finish-line visibility or precise synchronization of arm swings), but they do not significantly detract from the alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The athlete’s proportions and movement appear plausible, and environmental lighting/shadows are coherent. However, there are subtle inconsistencies in motion dynamics and interaction with the track surface that prevent a higher level of realism, though nothing is severely implausible.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "dynamic, high-speed tracking shot, filmed from a very low, overhead angle, closely follows a male athlete at the edge of his sprint. His short, sweat-soaked black hair clings to his scalp, his facial muscles strained into a mask of determination from sheer effort. His eyes, wide open, stare fixed intently at the white finish line ribbon just in sight. He wears a bright red, sleeveless, tight-fitting sports vest, outlining every bulging chest muscle and shoulder line. His powerful arms swing back and forth with astonishing speed and force, propelling his body forward to its limit. His thigh muscles are sculpted, and he pushes the red plastic track with every stride, stretching the white track line beneath his feet into a blurred, straight line in the camera. In the background, the surging crowd and flashbulbs in the stadium stands merge into a sea of dynamic color, their cheers seemingly frozen in time. The bright stadium floodlights cast a strong shadow on his sweat-covered skin, making every movement full of epic power. The whole picture, with the combined effect of high-speed movement and extremely low perspective, perfectly captures the huge tension and impending glory of the moment before breaking through the finish line.",
+        "seed": 4548,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_4/index_7707_seed_4548_dp_8_rank_16_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.796875,
+        "video_score2_ta": 3.171875,
+        "video_score2_mq": 3.09375,
+        "video_score2_overall": 9.0625,
+        "avg": 9.0625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dynamic, high-speed tracking shot, filmed from a very low, overhead angle, closely follows a male athlete at the edge of his sprint. His short, sweat-soaked black hair clings to his scalp, his facial muscles strained into a mask of determination from sheer effort. His eyes, wide open, stare fixed intently at the white finish line ribbon just in sight. He wears a bright red, sleeveless, tight-fitting sports vest, outlining every bulging chest muscle and shoulder line. His powerful arms swing back and forth with astonishing speed and force, propelling his body forward to its limit. His thigh muscles are sculpted, and he pushes the red plastic track with every stride, stretching the white track line beneath his feet into a blurred, straight line in the camera. In the background, the surging crowd and flashbulbs in the stadium stands merge into a sea of dynamic color, their cheers seemingly frozen in time. The bright stadium floodlights cast a strong shadow on his sweat-covered skin, making every movement full of epic power. The whole picture, with the combined effect of high-speed movement and extremely low perspective, perfectly captures the huge tension and impending glory of the moment before breaking through the finish line.",
+                "token_credit_reward": 9.0625,
+                "selected_reward": 9.0625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic, high-speed tracking shot from a very low, overhead angle following a male athlete at the edge of his sprint. It emphasizes the athlete's appearance (sweat-soaked hair, tense facial expression, bright red sleeveless vest), the action (powerful arm swings, pushing the track), and the environment (stadium setting with crowd and floodlights). The overall intent is to convey intense athletic effort and cinematic drama.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but exhibit noticeable softness and some motion blur that reduce sharpness. Lighting remains consistent across shots, and there are no major distortions or artifacts. The sequence conveys a cinematic feel, but the image clarity does not reach high-fidelity standards.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a male athlete, a very low overhead angle, a finish-line context, and a stadium setting with visible crowd and floodlights. The athlete’s appearance and the implied exertion align with the description. Some nuanced details—such as precise eye contact with the finish line and the exact finish-line ribbon—are not clearly depicted due to framing, but these gaps do not substantially detract from the overall alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene presents plausible biomechanics and environmental cues, with lighting and shadows generally coherent with a stadium setting. However, minor inconsistencies in depth perception and subtle motion dynamics prevent a higher score, though nothing appears grossly implausible.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.796875,
+                    "TA": 3.171875,
+                    "MQ": 3.09375,
+                    "Overall": 9.0625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic, high-speed tracking shot from a very low, overhead angle following a male athlete at the edge of his sprint. It emphasizes the athlete's appearance (sweat-soaked hair, tense facial expression, bright red sleeveless vest), the action (powerful arm swings, pushing the track), and the environment (stadium setting with crowd and floodlights). The overall intent is to convey intense athletic effort and cinematic drama.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but exhibit noticeable softness and some motion blur that reduce sharpness. Lighting remains consistent across shots, and there are no major distortions or artifacts. The sequence conveys a cinematic feel, but the image clarity does not reach high-fidelity standards.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a male athlete, a very low overhead angle, a finish-line context, and a stadium setting with visible crowd and floodlights. The athlete’s appearance and the implied exertion align with the description. Some nuanced details—such as precise eye contact with the finish line and the exact finish-line ribbon—are not clearly depicted due to framing, but these gaps do not substantially detract from the overall alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene presents plausible biomechanics and environmental cues, with lighting and shadows generally coherent with a stadium setting. However, minor inconsistencies in depth perception and subtle motion dynamics prevent a higher score, though nothing appears grossly implausible.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "dynamic, high-speed tracking shot, filmed from a very low, overhead angle, closely follows a male athlete at the edge of his sprint. His short, sweat-soaked black hair clings to his scalp, his facial muscles strained into a mask of determination from sheer effort. His eyes, wide open, stare fixed intently at the white finish line ribbon just in sight. He wears a bright red, sleeveless, tight-fitting sports vest, outlining every bulging chest muscle and shoulder line. His powerful arms swing back and forth with astonishing speed and force, propelling his body forward to its limit. His thigh muscles are sculpted, and he pushes the red plastic track with every stride, stretching the white track line beneath his feet into a blurred, straight line in the camera. In the background, the surging crowd and flashbulbs in the stadium stands merge into a sea of dynamic color, their cheers seemingly frozen in time. The bright stadium floodlights cast a strong shadow on his sweat-covered skin, making every movement full of epic power. The whole picture, with the combined effect of high-speed movement and extremely low perspective, perfectly captures the huge tension and impending glory of the moment before breaking through the finish line.",
+        "seed": 4549,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_4/index_7707_seed_4549_dp_9_rank_18_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.40625,
+        "video_score2_ta": 2.6875,
+        "video_score2_mq": 2.921875,
+        "video_score2_overall": 8.0,
+        "avg": 8.015625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dynamic, high-speed tracking shot, filmed from a very low, overhead angle, closely follows a male athlete at the edge of his sprint. His short, sweat-soaked black hair clings to his scalp, his facial muscles strained into a mask of determination from sheer effort. His eyes, wide open, stare fixed intently at the white finish line ribbon just in sight. He wears a bright red, sleeveless, tight-fitting sports vest, outlining every bulging chest muscle and shoulder line. His powerful arms swing back and forth with astonishing speed and force, propelling his body forward to its limit. His thigh muscles are sculpted, and he pushes the red plastic track with every stride, stretching the white track line beneath his feet into a blurred, straight line in the camera. In the background, the surging crowd and flashbulbs in the stadium stands merge into a sea of dynamic color, their cheers seemingly frozen in time. The bright stadium floodlights cast a strong shadow on his sweat-covered skin, making every movement full of epic power. The whole picture, with the combined effect of high-speed movement and extremely low perspective, perfectly captures the huge tension and impending glory of the moment before breaking through the finish line.",
+                "token_credit_reward": 8.0,
+                "selected_reward": 8.0,
+                "frame_importance": [
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+                "credit_map_shape": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic, high-speed tracking shot from a very low, overhead angle following a male athlete at the edge of his sprint. It emphasizes the athlete's appearance (sweat-soaked hair, tense facial expression, bright red sleeveless tight-fitting vest), the action (powerful arm swings, pushing red track, stretching white track line), and the background (surging crowd, stadium lights). The overall intent is to convey epic power and tension before breaking through the finish line.\n\nVisual Quality Analysis:\nAcross the frames, the visual quality is moderate. The resolution is adequate but not high, with some softness and occasional compression artifacts that reduce sharpness. Lighting is dramatic and consistent with stadium conditions, and colors are reasonably saturated, especially the red vest. There is no obvious distortion or instability, and the sequence remains coherent. Overall, the visuals are acceptable but not exceptional, aligning with a mid-range score.\n\nText-to-Video Alignment Analysis:\nThe video captures several key elements of the prompt, including the low-angle framing, the presence of a male athlete, and the red athletic attire. However, crucial moments described in the prompt—specifically the finish-line ribbon and the precise sprint dynamics—are not clearly depicted. The alignment is partial rather than complete, resulting in a moderate score.\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible human proportions and environmental lighting, with no evident anatomical or physical inconsistencies. Given the missing explicit finish-line cue and the absence of fully demonstrated sprint mechanics, the overall common-sense coherence is moderate.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.40625,
+                    "TA": 2.6875,
+                    "MQ": 2.921875,
+                    "Overall": 8.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic, high-speed tracking shot from a very low, overhead angle following a male athlete at the edge of his sprint. It emphasizes the athlete's appearance (sweat-soaked hair, tense facial expression, bright red sleeveless tight-fitting vest), the action (powerful arm swings, pushing red track, stretching white track line), and the background (surging crowd, stadium lights). The overall intent is to convey epic power and tension before breaking through the finish line.\n\nVisual Quality Analysis:\nAcross the frames, the visual quality is moderate. The resolution is adequate but not high, with some softness and occasional compression artifacts that reduce sharpness. Lighting is dramatic and consistent with stadium conditions, and colors are reasonably saturated, especially the red vest. There is no obvious distortion or instability, and the sequence remains coherent. Overall, the visuals are acceptable but not exceptional, aligning with a mid-range score.\n\nText-to-Video Alignment Analysis:\nThe video captures several key elements of the prompt, including the low-angle framing, the presence of a male athlete, and the red athletic attire. However, crucial moments described in the prompt—specifically the finish-line ribbon and the precise sprint dynamics—are not clearly depicted. The alignment is partial rather than complete, resulting in a moderate score.\n\nPhysical Consistency / Common-sense:\nThe scene maintains plausible human proportions and environmental lighting, with no evident anatomical or physical inconsistencies. Given the missing explicit finish-line cue and the absence of fully demonstrated sprint mechanics, the overall common-sense coherence is moderate.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "dynamic, high-speed tracking shot, filmed from a very low, overhead angle, closely follows a male athlete at the edge of his sprint. His short, sweat-soaked black hair clings to his scalp, his facial muscles strained into a mask of determination from sheer effort. His eyes, wide open, stare fixed intently at the white finish line ribbon just in sight. He wears a bright red, sleeveless, tight-fitting sports vest, outlining every bulging chest muscle and shoulder line. His powerful arms swing back and forth with astonishing speed and force, propelling his body forward to its limit. His thigh muscles are sculpted, and he pushes the red plastic track with every stride, stretching the white track line beneath his feet into a blurred, straight line in the camera. In the background, the surging crowd and flashbulbs in the stadium stands merge into a sea of dynamic color, their cheers seemingly frozen in time. The bright stadium floodlights cast a strong shadow on his sweat-covered skin, making every movement full of epic power. The whole picture, with the combined effect of high-speed movement and extremely low perspective, perfectly captures the huge tension and impending glory of the moment before breaking through the finish line.",
+        "seed": 4550,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_4/index_7707_seed_4550_dp_9_rank_18_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
+                    1,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic, high-speed tracking shot from a very low, overhead angle following a male athlete at the edge of his sprint. It envisions the athlete with short, sweat-soaked black hair, facial muscles strained, eyes wide open toward a white finish line ribbon, wearing a bright red sleeveless tight-fitting sports vest, powerful arm swings, and a stadium setting with a sea of color in the background as floodlights cast shadows.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is moderate. The resolution is adequate but not high, and there are occasional compression artifacts and mild noise that reduce sharpness. Lighting is generally consistent with stadium floodlights, though some frames show slight exposure variation. Colors are reasonably saturated, especially the red vest, but overall detail is not as crisp as top-tier renders. The sequence remains stable with no major distortions, but it does not reach high-end visual fidelity.\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt, including the low-angle framing, the presence of a male athlete, the red sleeveless vest, and a stadium backdrop with visible lighting. However, certain aspects are underrepresented or ambiguous: the finish line ribbon is not clearly visible, the depiction of dynamic, rapid arm swings is limited, and the sense of extreme speed and tension is only moderately conveyed. Overall alignment is acceptable but not strong, reflecting a mid-level correspondence to the prompt.\n\nPhysical Consistency (Common-sense):\nThe scene maintains plausible anatomy and spatial relationships, with coherent lighting and shadows. Some minor inconsistencies exist, such as subtle exaggeration in musculature definition and occasional stiffness in motion cues, which slightly detract from realism. Overall, physical consistency is reasonable but not flawless.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.078125,
+                    "TA": 2.578125,
+                    "MQ": 2.859375,
+                    "Overall": 7.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic, high-speed tracking shot from a very low, overhead angle following a male athlete at the edge of his sprint. It envisions the athlete with short, sweat-soaked black hair, facial muscles strained, eyes wide open toward a white finish line ribbon, wearing a bright red sleeveless tight-fitting sports vest, powerful arm swings, and a stadium setting with a sea of color in the background as floodlights cast shadows.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is moderate. The resolution is adequate but not high, and there are occasional compression artifacts and mild noise that reduce sharpness. Lighting is generally consistent with stadium floodlights, though some frames show slight exposure variation. Colors are reasonably saturated, especially the red vest, but overall detail is not as crisp as top-tier renders. The sequence remains stable with no major distortions, but it does not reach high-end visual fidelity.\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt, including the low-angle framing, the presence of a male athlete, the red sleeveless vest, and a stadium backdrop with visible lighting. However, certain aspects are underrepresented or ambiguous: the finish line ribbon is not clearly visible, the depiction of dynamic, rapid arm swings is limited, and the sense of extreme speed and tension is only moderately conveyed. Overall alignment is acceptable but not strong, reflecting a mid-level correspondence to the prompt.\n\nPhysical Consistency (Common-sense):\nThe scene maintains plausible anatomy and spatial relationships, with coherent lighting and shadows. Some minor inconsistencies exist, such as subtle exaggeration in musculature definition and occasional stiffness in motion cues, which slightly detract from realism. Overall, physical consistency is reasonable but not flawless.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_5/index_tensor([9046, 9046])_group_5_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_5/index_tensor([9046, 9046])_group_5_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..e012b768307ed29b9947660b6f6e0c0a01c6a87b
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_5/index_tensor([9046, 9046])_group_5_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "stunning first-person swooping perspective follows a lone wooden cork as it slowly drifts through the air, the world rendered as a vast, dynamic pencil sketch. The cork, meticulously rendered with countless delicate graphite strokes, reveals its cylindrical outline and the slight wear on its top. Its porous surface is beautifully rendered with meticulous cross-hatching and stippling, while its base is accentuated by darker brushstrokes, suggesting traces of past stains. Rather than falling in a straight line, it undergoes a slow, uncontrolled rotation and swaying through the invisible air. The canvas rests on a rough, textured sheet of paper, beneath which an abstract world composed of rapid, chaotic pencil lines surges upward, creating a powerful sense of descent. An ever-changing light source, like an invisible spotlight, always pursues the trajectory of the cork. Light and shadow change rapidly on the rough texture of paper, sometimes sharply outlining the edge of the cork with dazzling highlights, and sometimes letting it cast elongated shadows composed of heavy brushstrokes. The pursuit and interweaving of light and shadow itself constitutes a visual ballet, and ultimately, in the monochrome tones of black, white and grey, it creates an extremely lonely, dreamy and artistically dynamic suspended atmosphere.",
+        "seed": 767,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_5/index_9046_seed_767_dp_10_rank_20_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.078125,
+        "video_score2_ta": 1.5234375,
+        "video_score2_mq": 2.34375,
+        "video_score2_overall": 6.9375,
+        "avg": 6.9453125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "stunning first-person swooping perspective follows a lone wooden cork as it slowly drifts through the air, the world rendered as a vast, dynamic pencil sketch. The cork, meticulously rendered with countless delicate graphite strokes, reveals its cylindrical outline and the slight wear on its top. Its porous surface is beautifully rendered with meticulous cross-hatching and stippling, while its base is accentuated by darker brushstrokes, suggesting traces of past stains. Rather than falling in a straight line, it undergoes a slow, uncontrolled rotation and swaying through the invisible air. The canvas rests on a rough, textured sheet of paper, beneath which an abstract world composed of rapid, chaotic pencil lines surges upward, creating a powerful sense of descent. An ever-changing light source, like an invisible spotlight, always pursues the trajectory of the cork. Light and shadow change rapidly on the rough texture of paper, sometimes sharply outlining the edge of the cork with dazzling highlights, and sometimes letting it cast elongated shadows composed of heavy brushstrokes. The pursuit and interweaving of light and shadow itself constitutes a visual ballet, and ultimately, in the monochrome tones of black, white and grey, it creates an extremely lonely, dreamy and artistically dynamic suspended atmosphere.",
+                "token_credit_reward": 6.9375,
+                "selected_reward": 6.9375,
+                "frame_importance": [
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+                    0.297140508890152,
+                    0.2877265214920044
+                ],
+                "credit_map": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a visually rich scene featuring a wooden cork drifting through the air with a first-person swooping perspective, rendered as a vast, dynamic pencil sketch. The cork should show detailed textures, a rotating motion, and a background that evokes an abstract, rapidly changing pencil-lined world beneath a shifting light source. In practice, the video presents a static or near-static sequence with a single cork resting on a flat surface, lacking the described dynamic motion, depth, and atmospheric complexity. The alignment to the prompt is therefore limited.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are modest in quality. The resolution is adequate but not high, and there is noticeable softness and some blur, especially in the background. Lighting is fairly uniform across shots, with limited contrast and dynamic range. The cork’s surface texture is visible but not highly detailed, and there are no obvious distortions or artifacts. Overall, the video reads as below-average in visual quality, with limited sharpness and cinematic polish.\n\nText-to-Video Alignment Analysis:\nThere is a substantial gap between the prompt and what is shown. Key elements—dynamic first-person perspective, a sweeping motion, a vast dynamic pencil-sketch world, and the described lighting dynamics—are absent. The video instead depicts a stationary or slowly moving cork on a flat surface, with minimal interaction and no environmental complexity. This represents a significant misalignment with the intended creative vision.\n\nPhysical/Common-sense Consistency:\nThe cork’s placement and basic physics appear plausible (gravity, contact with the surface). However, the lack of motion, depth cues, and environmental interaction reduces the perceived realism and coherence with the described scenario. The scene remains physically plausible but does not convey the intended kinetic, atmospheric narrative.\n\nOverall assessment:\nThe video demonstrates basic technical rendering of a simple object but fails to capture the dynamic, artistic, and texturally rich concept presented in the prompt. The result is a technically competent yet emotionally and narratively flat interpretation.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 2,
+                    "TA": 2,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 3.078125,
+                    "TA": 1.5234375,
+                    "MQ": 2.34375,
+                    "Overall": 6.9375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a visually rich scene featuring a wooden cork drifting through the air with a first-person swooping perspective, rendered as a vast, dynamic pencil sketch. The cork should show detailed textures, a rotating motion, and a background that evokes an abstract, rapidly changing pencil-lined world beneath a shifting light source. In practice, the video presents a static or near-static sequence with a single cork resting on a flat surface, lacking the described dynamic motion, depth, and atmospheric complexity. The alignment to the prompt is therefore limited.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are modest in quality. The resolution is adequate but not high, and there is noticeable softness and some blur, especially in the background. Lighting is fairly uniform across shots, with limited contrast and dynamic range. The cork’s surface texture is visible but not highly detailed, and there are no obvious distortions or artifacts. Overall, the video reads as below-average in visual quality, with limited sharpness and cinematic polish.\n\nText-to-Video Alignment Analysis:\nThere is a substantial gap between the prompt and what is shown. Key elements—dynamic first-person perspective, a sweeping motion, a vast dynamic pencil-sketch world, and the described lighting dynamics—are absent. The video instead depicts a stationary or slowly moving cork on a flat surface, with minimal interaction and no environmental complexity. This represents a significant misalignment with the intended creative vision.\n\nPhysical/Common-sense Consistency:\nThe cork’s placement and basic physics appear plausible (gravity, contact with the surface). However, the lack of motion, depth cues, and environmental interaction reduces the perceived realism and coherence with the described scenario. The scene remains physically plausible but does not convey the intended kinetic, atmospheric narrative.\n\nOverall assessment:\nThe video demonstrates basic technical rendering of a simple object but fails to capture the dynamic, artistic, and texturally rich concept presented in the prompt. The result is a technically competent yet emotionally and narratively flat interpretation.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 2"
+        ]
+    },
+    {
+        "prompt": "stunning first-person swooping perspective follows a lone wooden cork as it slowly drifts through the air, the world rendered as a vast, dynamic pencil sketch. The cork, meticulously rendered with countless delicate graphite strokes, reveals its cylindrical outline and the slight wear on its top. Its porous surface is beautifully rendered with meticulous cross-hatching and stippling, while its base is accentuated by darker brushstrokes, suggesting traces of past stains. Rather than falling in a straight line, it undergoes a slow, uncontrolled rotation and swaying through the invisible air. The canvas rests on a rough, textured sheet of paper, beneath which an abstract world composed of rapid, chaotic pencil lines surges upward, creating a powerful sense of descent. An ever-changing light source, like an invisible spotlight, always pursues the trajectory of the cork. Light and shadow change rapidly on the rough texture of paper, sometimes sharply outlining the edge of the cork with dazzling highlights, and sometimes letting it cast elongated shadows composed of heavy brushstrokes. The pursuit and interweaving of light and shadow itself constitutes a visual ballet, and ultimately, in the monochrome tones of black, white and grey, it creates an extremely lonely, dreamy and artistically dynamic suspended atmosphere.",
+        "seed": 768,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_5/index_9046_seed_768_dp_10_rank_20_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.640625,
+        "video_score2_ta": 1.5078125,
+        "video_score2_mq": 3.03125,
+        "video_score2_overall": 8.1875,
+        "avg": 8.1796875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "stunning first-person swooping perspective follows a lone wooden cork as it slowly drifts through the air, the world rendered as a vast, dynamic pencil sketch. The cork, meticulously rendered with countless delicate graphite strokes, reveals its cylindrical outline and the slight wear on its top. Its porous surface is beautifully rendered with meticulous cross-hatching and stippling, while its base is accentuated by darker brushstrokes, suggesting traces of past stains. Rather than falling in a straight line, it undergoes a slow, uncontrolled rotation and swaying through the invisible air. The canvas rests on a rough, textured sheet of paper, beneath which an abstract world composed of rapid, chaotic pencil lines surges upward, creating a powerful sense of descent. An ever-changing light source, like an invisible spotlight, always pursues the trajectory of the cork. Light and shadow change rapidly on the rough texture of paper, sometimes sharply outlining the edge of the cork with dazzling highlights, and sometimes letting it cast elongated shadows composed of heavy brushstrokes. The pursuit and interweaving of light and shadow itself constitutes a visual ballet, and ultimately, in the monochrome tones of black, white and grey, it creates an extremely lonely, dreamy and artistically dynamic suspended atmosphere.",
+                "token_credit_reward": 8.1875,
+                "selected_reward": 8.1875,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt envisions a stunning first-person swooping perspective following a lone wooden cork drifting through the air, rendered as a vast, dynamic pencil sketch with meticulous surface details and a complex interplay of light and shadow. In practice, the video presents a static close-up of a cork resting on paper, with no evident motion, no first-person viewpoint, and no visible dynamic pencil-sketch rendering or atmospheric effects. The core elements of the prompt—drifting, rotating cork; a vast, dynamic scene; and the evolving light/shadow ballet—are not realized in the footage.\n\nVisual Quality Analysis:\nThe frames show decent resolution and clear depiction of the cork’s texture, with consistent lighting and minimal artifacts. However, the sequence remains largely static across frames, offering little perceptible motion or progression. While there is no obvious blur or distortion, the overall visual dynamism is limited, resulting in a moderate level of visual quality rather than a high-fidelity cinematic experience.\n\nText-to-Video Alignment Analysis:\nThere is a pronounced mismatch between the prompt and the actual video content. The expected dynamic, first-person, pencil-sketch aesthetic and the described atmospheric effects are absent. Instead, the video provides a static, close-up view of a cork on paper, with no movement, no depth cues, and no alignment with the requested artistic direction. This represents a severe misalignment with the original creative vision.\n\nPhysical/Common-sense Consistency:\nFrom a physical standpoint, the cork-on-paper interaction appears plausible and free of obvious inconsistencies. The scene adheres to basic physics (no implausible motions or interactions), but the lack of motion and depth reduces the perceived realism and engagement. Overall, physical consistency is acceptable but not compelling given the missing dynamic behavior and atmospheric context.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 1,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.640625,
+                    "TA": 1.5078125,
+                    "MQ": 3.03125,
+                    "Overall": 8.1875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt envisions a stunning first-person swooping perspective following a lone wooden cork drifting through the air, rendered as a vast, dynamic pencil sketch with meticulous surface details and a complex interplay of light and shadow. In practice, the video presents a static close-up of a cork resting on paper, with no evident motion, no first-person viewpoint, and no visible dynamic pencil-sketch rendering or atmospheric effects. The core elements of the prompt—drifting, rotating cork; a vast, dynamic scene; and the evolving light/shadow ballet—are not realized in the footage.\n\nVisual Quality Analysis:\nThe frames show decent resolution and clear depiction of the cork’s texture, with consistent lighting and minimal artifacts. However, the sequence remains largely static across frames, offering little perceptible motion or progression. While there is no obvious blur or distortion, the overall visual dynamism is limited, resulting in a moderate level of visual quality rather than a high-fidelity cinematic experience.\n\nText-to-Video Alignment Analysis:\nThere is a pronounced mismatch between the prompt and the actual video content. The expected dynamic, first-person, pencil-sketch aesthetic and the described atmospheric effects are absent. Instead, the video provides a static, close-up view of a cork on paper, with no movement, no depth cues, and no alignment with the requested artistic direction. This represents a severe misalignment with the original creative vision.\n\nPhysical/Common-sense Consistency:\nFrom a physical standpoint, the cork-on-paper interaction appears plausible and free of obvious inconsistencies. The scene adheres to basic physics (no implausible motions or interactions), but the lack of motion and depth reduces the perceived realism and engagement. Overall, physical consistency is acceptable but not compelling given the missing dynamic behavior and atmospheric context.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "stunning first-person swooping perspective follows a lone wooden cork as it slowly drifts through the air, the world rendered as a vast, dynamic pencil sketch. The cork, meticulously rendered with countless delicate graphite strokes, reveals its cylindrical outline and the slight wear on its top. Its porous surface is beautifully rendered with meticulous cross-hatching and stippling, while its base is accentuated by darker brushstrokes, suggesting traces of past stains. Rather than falling in a straight line, it undergoes a slow, uncontrolled rotation and swaying through the invisible air. The canvas rests on a rough, textured sheet of paper, beneath which an abstract world composed of rapid, chaotic pencil lines surges upward, creating a powerful sense of descent. An ever-changing light source, like an invisible spotlight, always pursues the trajectory of the cork. Light and shadow change rapidly on the rough texture of paper, sometimes sharply outlining the edge of the cork with dazzling highlights, and sometimes letting it cast elongated shadows composed of heavy brushstrokes. The pursuit and interweaving of light and shadow itself constitutes a visual ballet, and ultimately, in the monochrome tones of black, white and grey, it creates an extremely lonely, dreamy and artistically dynamic suspended atmosphere.",
+        "seed": 769,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_5/index_9046_seed_769_dp_11_rank_22_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.203125,
+        "video_score2_ta": 1.796875,
+        "video_score2_mq": 2.984375,
+        "video_score2_overall": 8.0,
+        "avg": 7.984375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "stunning first-person swooping perspective follows a lone wooden cork as it slowly drifts through the air, the world rendered as a vast, dynamic pencil sketch. The cork, meticulously rendered with countless delicate graphite strokes, reveals its cylindrical outline and the slight wear on its top. Its porous surface is beautifully rendered with meticulous cross-hatching and stippling, while its base is accentuated by darker brushstrokes, suggesting traces of past stains. Rather than falling in a straight line, it undergoes a slow, uncontrolled rotation and swaying through the invisible air. The canvas rests on a rough, textured sheet of paper, beneath which an abstract world composed of rapid, chaotic pencil lines surges upward, creating a powerful sense of descent. An ever-changing light source, like an invisible spotlight, always pursues the trajectory of the cork. Light and shadow change rapidly on the rough texture of paper, sometimes sharply outlining the edge of the cork with dazzling highlights, and sometimes letting it cast elongated shadows composed of heavy brushstrokes. The pursuit and interweaving of light and shadow itself constitutes a visual ballet, and ultimately, in the monochrome tones of black, white and grey, it creates an extremely lonely, dreamy and artistically dynamic suspended atmosphere.",
+                "token_credit_reward": 8.0,
+                "selected_reward": 8.0,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a visually rich scene featuring a wooden cork drifting through the air with a first-person swooping perspective, rendered as a vast, dynamic pencil sketch. It calls for meticulous rendering of the cork’s surface textures, a rotating motion, a textured paper canvas, and an abstract background with rapid pencil lines, plus dramatic lighting and shadow changes that create a sense of depth and movement. The overall intent is highly artistic and cinematic.\n\nVisual Quality Assessment:\nThe frames show moderate clarity with some softness and minor blur, but the subject remains identifiable. Lighting is consistent across shots, and there are no obvious distortions or artifacts. The sequence appears stable with smooth transitions between frames, though the overall sharpness is not exceptional. Overall, Visual Quality is mid-range (score 3).\n\nText-to-Video Alignment Assessment:\nThere is partial alignment with the prompt: a rotating cylindrical object is visible, but several key elements are not realized. The first-person swooping perspective is not clearly established; the scene reads more as a static or near-static close-up rather than a sweeping motion. The background does not convincingly convey a vast, dynamic pencil-sketch world, and the described dramatic lighting and shadow dynamics are not evident. The result captures some surface details and motion but misses many of the intended artistic and environmental cues. Overall alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe object maintains a plausible shape and exhibits a controlled rotation without obvious physical implausibilities. However, the lack of strong environmental cues and the absence of the described lighting/shadow dynamics reduce the perceived realism. The scene remains physically coherent but does not fully satisfy the imaginative and kinetic aspects of the prompt. Overall, Physical/Common-sense Consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.203125,
+                    "TA": 1.796875,
+                    "MQ": 2.984375,
+                    "Overall": 8.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a visually rich scene featuring a wooden cork drifting through the air with a first-person swooping perspective, rendered as a vast, dynamic pencil sketch. It calls for meticulous rendering of the cork’s surface textures, a rotating motion, a textured paper canvas, and an abstract background with rapid pencil lines, plus dramatic lighting and shadow changes that create a sense of depth and movement. The overall intent is highly artistic and cinematic.\n\nVisual Quality Assessment:\nThe frames show moderate clarity with some softness and minor blur, but the subject remains identifiable. Lighting is consistent across shots, and there are no obvious distortions or artifacts. The sequence appears stable with smooth transitions between frames, though the overall sharpness is not exceptional. Overall, Visual Quality is mid-range (score 3).\n\nText-to-Video Alignment Assessment:\nThere is partial alignment with the prompt: a rotating cylindrical object is visible, but several key elements are not realized. The first-person swooping perspective is not clearly established; the scene reads more as a static or near-static close-up rather than a sweeping motion. The background does not convincingly convey a vast, dynamic pencil-sketch world, and the described dramatic lighting and shadow dynamics are not evident. The result captures some surface details and motion but misses many of the intended artistic and environmental cues. Overall alignment is moderate (score 3).\n\nPhysical/Common-sense Consistency:\nThe object maintains a plausible shape and exhibits a controlled rotation without obvious physical implausibilities. However, the lack of strong environmental cues and the absence of the described lighting/shadow dynamics reduce the perceived realism. The scene remains physically coherent but does not fully satisfy the imaginative and kinetic aspects of the prompt. Overall, Physical/Common-sense Consistency is moderate (score 3).\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "stunning first-person swooping perspective follows a lone wooden cork as it slowly drifts through the air, the world rendered as a vast, dynamic pencil sketch. The cork, meticulously rendered with countless delicate graphite strokes, reveals its cylindrical outline and the slight wear on its top. Its porous surface is beautifully rendered with meticulous cross-hatching and stippling, while its base is accentuated by darker brushstrokes, suggesting traces of past stains. Rather than falling in a straight line, it undergoes a slow, uncontrolled rotation and swaying through the invisible air. The canvas rests on a rough, textured sheet of paper, beneath which an abstract world composed of rapid, chaotic pencil lines surges upward, creating a powerful sense of descent. An ever-changing light source, like an invisible spotlight, always pursues the trajectory of the cork. Light and shadow change rapidly on the rough texture of paper, sometimes sharply outlining the edge of the cork with dazzling highlights, and sometimes letting it cast elongated shadows composed of heavy brushstrokes. The pursuit and interweaving of light and shadow itself constitutes a visual ballet, and ultimately, in the monochrome tones of black, white and grey, it creates an extremely lonely, dreamy and artistically dynamic suspended atmosphere.",
+        "seed": 770,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_5/index_9046_seed_770_dp_11_rank_22_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.125,
+        "video_score2_ta": 1.96875,
+        "video_score2_mq": 2.875,
+        "video_score2_overall": 7.96875,
+        "avg": 7.96875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "stunning first-person swooping perspective follows a lone wooden cork as it slowly drifts through the air, the world rendered as a vast, dynamic pencil sketch. The cork, meticulously rendered with countless delicate graphite strokes, reveals its cylindrical outline and the slight wear on its top. Its porous surface is beautifully rendered with meticulous cross-hatching and stippling, while its base is accentuated by darker brushstrokes, suggesting traces of past stains. Rather than falling in a straight line, it undergoes a slow, uncontrolled rotation and swaying through the invisible air. The canvas rests on a rough, textured sheet of paper, beneath which an abstract world composed of rapid, chaotic pencil lines surges upward, creating a powerful sense of descent. An ever-changing light source, like an invisible spotlight, always pursues the trajectory of the cork. Light and shadow change rapidly on the rough texture of paper, sometimes sharply outlining the edge of the cork with dazzling highlights, and sometimes letting it cast elongated shadows composed of heavy brushstrokes. The pursuit and interweaving of light and shadow itself constitutes a visual ballet, and ultimately, in the monochrome tones of black, white and grey, it creates an extremely lonely, dreamy and artistically dynamic suspended atmosphere.",
+                "token_credit_reward": 7.96875,
+                "selected_reward": 7.96875,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a visually rich scene featuring a wooden cork drifting through the air with a first-person swooping perspective, rendered as a vast, dynamic pencil sketch. It calls for meticulous rendering of the cork’s surface, a rotating motion, a textured paper background, and an abstract, rapidly evolving environment with changing light and shadow that evokes a dreamy, artistic atmosphere.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show reasonable clarity and consistent lighting, but there are noticeable softness and minor blur that reduce sharpness. The cork remains identifiable across frames, and the background stays legible, though fine details are not consistently crisp. The sequence appears stable without major distortions, but the overall image fidelity does not reach high-detail levels.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is limited (score 2). While a cork is visible and there is some motion, several key elements are not realized: the first-person swooping perspective is not clearly established, the scene lacks the described vast, dynamic pencil-sketch world, and the intricate surface textures and lighting dynamics described in the prompt are not convincingly depicted. The result captures only a subset of the intended artistic vision.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The cork’s rotation and gentle drift feel plausible within a controlled indoor context, and lighting/shadows remain coherent with the scene. However, the motion does not strongly convey the described uncontrolled drift or the implied interaction with a dynamic, evolving environment, so the overall physical realism is acceptable but not compelling.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.125,
+                    "TA": 1.96875,
+                    "MQ": 2.875,
+                    "Overall": 7.96875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a visually rich scene featuring a wooden cork drifting through the air with a first-person swooping perspective, rendered as a vast, dynamic pencil sketch. It calls for meticulous rendering of the cork’s surface, a rotating motion, a textured paper background, and an abstract, rapidly evolving environment with changing light and shadow that evokes a dreamy, artistic atmosphere.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show reasonable clarity and consistent lighting, but there are noticeable softness and minor blur that reduce sharpness. The cork remains identifiable across frames, and the background stays legible, though fine details are not consistently crisp. The sequence appears stable without major distortions, but the overall image fidelity does not reach high-detail levels.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is limited (score 2). While a cork is visible and there is some motion, several key elements are not realized: the first-person swooping perspective is not clearly established, the scene lacks the described vast, dynamic pencil-sketch world, and the intricate surface textures and lighting dynamics described in the prompt are not convincingly depicted. The result captures only a subset of the intended artistic vision.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The cork’s rotation and gentle drift feel plausible within a controlled indoor context, and lighting/shadows remain coherent with the scene. However, the motion does not strongly convey the described uncontrolled drift or the implied interaction with a dynamic, evolving environment, so the overall physical realism is acceptable but not compelling.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_6/index_tensor([4190, 4190])_group_6_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_6/index_tensor([4190, 4190])_group_6_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..ec008145c39377632da64c2609cb55e00b3de49a
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_6/index_tensor([4190, 4190])_group_6_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "low-angle, upward close-up shot, a slow, steady approach, zooms in on a massive vulture, majestically perched atop the thickest branch of a twisted, dead, and lifeless tree. Its deep black feathers are coarse and dull, and strong winds whip through them, causing the sparse, tangled feathers on its neck to tremble and lift. Its bare, wrinkled head appears a sickly gray in the cold, diffuse light of the gloomy sky, its massive, hooked, bone-white beak appearing incredibly sharp. Its deep-set, piercing eyes, gleaming with a cold light, scan the endless, desolate landscape below with a cold, focused gaze. The entire image, rendered in an extremely desaturated, almost monochromatic black and white, retains only the faintest traces of color, creating a powerful sense of oppression and apocalyptic silence. The image quality is incredibly sharp, with every detail—from the cracked bark gripped by the vulture’s talons to the texture of its feathers—clearly visible, and combined with the movement of the wind and subtle camera movements, it lends the ominous image an unsettling vitality.",
+        "seed": 5062,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_6/index_4190_seed_5062_dp_12_rank_24_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.015625,
+        "video_score2_ta": 2.796875,
+        "video_score2_mq": 3.234375,
+        "video_score2_overall": 9.0625,
+        "avg": 9.046875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle, upward close-up shot, a slow, steady approach, zooms in on a massive vulture, majestically perched atop the thickest branch of a twisted, dead, and lifeless tree. Its deep black feathers are coarse and dull, and strong winds whip through them, causing the sparse, tangled feathers on its neck to tremble and lift. Its bare, wrinkled head appears a sickly gray in the cold, diffuse light of the gloomy sky, its massive, hooked, bone-white beak appearing incredibly sharp. Its deep-set, piercing eyes, gleaming with a cold light, scan the endless, desolate landscape below with a cold, focused gaze. The entire image, rendered in an extremely desaturated, almost monochromatic black and white, retains only the faintest traces of color, creating a powerful sense of oppression and apocalyptic silence. The image quality is incredibly sharp, with every detail—from the cracked bark gripped by the vulture’s talons to the texture of its feathers—clearly visible, and combined with the movement of the wind and subtle camera movements, it lends the ominous image an unsettling vitality.",
+                "token_credit_reward": 9.0625,
+                "selected_reward": 9.0625,
+                "frame_importance": [
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+                "credit_map_shape": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle, upward close-up shot of a massive vulture perched on a thick, dead tree branch, with dark, coarse feathers, a strong, bone-white beak, and a desaturated, monochromatic palette. The scene is intended to convey a bleak, apocalyptic mood through wind-driven motion and a palpable sense of threat.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent clarity and consistent lighting, but there are noticeable limitations: occasional softness in feather details and some minor compression artifacts that prevent a high-fidelity look. The sequence remains stable with no major distortions, yet it does not reach the level of crispness implied by the prompt.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video presents a large vulture perched on a branch and captures several key elements such as the general color palette and the bleak atmosphere. However, certain aspects described in the prompt—such as a truly massive scale, extreme wind effects, and a consistently desaturated monochrome rendering—are not fully realized, resulting in partial fidelity to the description.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The vulture’s anatomy and its interaction with the branch appear plausible, with believable weight distribution and talon grip. Some dynamic cues—like pronounced wind-induced motion or dramatic environmental interactions—are underrepresented, which slightly tempers realism but does not introduce obvious anatomical errors.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.015625,
+                    "TA": 2.796875,
+                    "MQ": 3.234375,
+                    "Overall": 9.0625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle, upward close-up shot of a massive vulture perched on a thick, dead tree branch, with dark, coarse feathers, a strong, bone-white beak, and a desaturated, monochromatic palette. The scene is intended to convey a bleak, apocalyptic mood through wind-driven motion and a palpable sense of threat.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent clarity and consistent lighting, but there are noticeable limitations: occasional softness in feather details and some minor compression artifacts that prevent a high-fidelity look. The sequence remains stable with no major distortions, yet it does not reach the level of crispness implied by the prompt.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video presents a large vulture perched on a branch and captures several key elements such as the general color palette and the bleak atmosphere. However, certain aspects described in the prompt—such as a truly massive scale, extreme wind effects, and a consistently desaturated monochrome rendering—are not fully realized, resulting in partial fidelity to the description.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The vulture’s anatomy and its interaction with the branch appear plausible, with believable weight distribution and talon grip. Some dynamic cues—like pronounced wind-induced motion or dramatic environmental interactions—are underrepresented, which slightly tempers realism but does not introduce obvious anatomical errors.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "low-angle, upward close-up shot, a slow, steady approach, zooms in on a massive vulture, majestically perched atop the thickest branch of a twisted, dead, and lifeless tree. Its deep black feathers are coarse and dull, and strong winds whip through them, causing the sparse, tangled feathers on its neck to tremble and lift. Its bare, wrinkled head appears a sickly gray in the cold, diffuse light of the gloomy sky, its massive, hooked, bone-white beak appearing incredibly sharp. Its deep-set, piercing eyes, gleaming with a cold light, scan the endless, desolate landscape below with a cold, focused gaze. The entire image, rendered in an extremely desaturated, almost monochromatic black and white, retains only the faintest traces of color, creating a powerful sense of oppression and apocalyptic silence. The image quality is incredibly sharp, with every detail—from the cracked bark gripped by the vulture’s talons to the texture of its feathers—clearly visible, and combined with the movement of the wind and subtle camera movements, it lends the ominous image an unsettling vitality.",
+        "seed": 5063,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_6/index_4190_seed_5063_dp_12_rank_24_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.34375,
+        "video_score2_ta": 2.78125,
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+        "video_score2_overall": 9.375,
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle, upward close-up shot of a massive vulture perched on a thick, dead tree branch, with dark, coarse feathers, a strong wind effect, a bare wrinkled head, a bone-white beak, deep-set piercing eyes, and a desaturated black-and-white palette. In practice, the video presents a vulture on a branch under cool lighting, but several key prompt elements are not realized: the extreme low-angle/upper close-up framing is not evident, the wind-driven feather motion is not clearly depicted, and the scene lacks the stark desaturation and apocalyptic mood described. Overall, the alignment with the prompt is moderate rather than exact.\n\nVisual Quality Analysis:\nThe frames show decent resolution and clear feather details, with consistent lighting and minimal visible artifacts. However, the sequence feels relatively static, with limited motion between frames, which reduces perceived dynamism. The overall visual quality is acceptable but not outstanding, reflecting a mid-level assessment.\n\nText-to-Video Alignment Analysis:\nCore elements such as the vulture and branch are present, but multiple prompt specifics are not convincingly realized (low-angle framing, wind-driven motion, desaturated monochrome, and the apocalyptic atmosphere). The alignment is therefore moderate, capturing the gist of the subject while missing several nuanced prompt aspects.\n\nPhysical/Common-sense Consistency:\nThe depiction maintains plausible anatomy and environmental context; the bird’s posture and the branch support appear believable, and there are no obvious physical inconsistencies. The scene remains coherent and physically plausible, though it does not fully embody the dramatic, wind-swept narrative implied by the prompt.\n\nOverall, the evaluation indicates mid-range performance across all three dimensions, with room for improvement in dynamic motion, atmospheric rendering, and faithful prompt adherence.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.34375,
+                    "TA": 2.78125,
+                    "MQ": 3.28125,
+                    "Overall": 9.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle, upward close-up shot of a massive vulture perched on a thick, dead tree branch, with dark, coarse feathers, a strong wind effect, a bare wrinkled head, a bone-white beak, deep-set piercing eyes, and a desaturated black-and-white palette. In practice, the video presents a vulture on a branch under cool lighting, but several key prompt elements are not realized: the extreme low-angle/upper close-up framing is not evident, the wind-driven feather motion is not clearly depicted, and the scene lacks the stark desaturation and apocalyptic mood described. Overall, the alignment with the prompt is moderate rather than exact.\n\nVisual Quality Analysis:\nThe frames show decent resolution and clear feather details, with consistent lighting and minimal visible artifacts. However, the sequence feels relatively static, with limited motion between frames, which reduces perceived dynamism. The overall visual quality is acceptable but not outstanding, reflecting a mid-level assessment.\n\nText-to-Video Alignment Analysis:\nCore elements such as the vulture and branch are present, but multiple prompt specifics are not convincingly realized (low-angle framing, wind-driven motion, desaturated monochrome, and the apocalyptic atmosphere). The alignment is therefore moderate, capturing the gist of the subject while missing several nuanced prompt aspects.\n\nPhysical/Common-sense Consistency:\nThe depiction maintains plausible anatomy and environmental context; the bird’s posture and the branch support appear believable, and there are no obvious physical inconsistencies. The scene remains coherent and physically plausible, though it does not fully embody the dramatic, wind-swept narrative implied by the prompt.\n\nOverall, the evaluation indicates mid-range performance across all three dimensions, with room for improvement in dynamic motion, atmospheric rendering, and faithful prompt adherence.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "low-angle, upward close-up shot, a slow, steady approach, zooms in on a massive vulture, majestically perched atop the thickest branch of a twisted, dead, and lifeless tree. Its deep black feathers are coarse and dull, and strong winds whip through them, causing the sparse, tangled feathers on its neck to tremble and lift. Its bare, wrinkled head appears a sickly gray in the cold, diffuse light of the gloomy sky, its massive, hooked, bone-white beak appearing incredibly sharp. Its deep-set, piercing eyes, gleaming with a cold light, scan the endless, desolate landscape below with a cold, focused gaze. The entire image, rendered in an extremely desaturated, almost monochromatic black and white, retains only the faintest traces of color, creating a powerful sense of oppression and apocalyptic silence. The image quality is incredibly sharp, with every detail—from the cracked bark gripped by the vulture’s talons to the texture of its feathers—clearly visible, and combined with the movement of the wind and subtle camera movements, it lends the ominous image an unsettling vitality.",
+        "seed": 5064,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_6/index_4190_seed_5064_dp_13_rank_26_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.25,
+        "video_score2_ta": 2.921875,
+        "video_score2_mq": 3.28125,
+        "video_score2_overall": 9.5,
+        "avg": 9.453125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle, upward close-up shot, a slow, steady approach, zooms in on a massive vulture, majestically perched atop the thickest branch of a twisted, dead, and lifeless tree. Its deep black feathers are coarse and dull, and strong winds whip through them, causing the sparse, tangled feathers on its neck to tremble and lift. Its bare, wrinkled head appears a sickly gray in the cold, diffuse light of the gloomy sky, its massive, hooked, bone-white beak appearing incredibly sharp. Its deep-set, piercing eyes, gleaming with a cold light, scan the endless, desolate landscape below with a cold, focused gaze. The entire image, rendered in an extremely desaturated, almost monochromatic black and white, retains only the faintest traces of color, creating a powerful sense of oppression and apocalyptic silence. The image quality is incredibly sharp, with every detail—from the cracked bark gripped by the vulture’s talons to the texture of its feathers—clearly visible, and combined with the movement of the wind and subtle camera movements, it lends the ominous image an unsettling vitality.",
+                "token_credit_reward": 9.5,
+                "selected_reward": 9.5,
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle, upward close-up shot of a massive vulture perched on a thick, dead tree branch, with dark, coarse feathers, a strong, bone-white beak, deep-set piercing eyes, and a desaturated black-and-white palette. In practice, the video presents a vulture on a branch under moody lighting, but several key prompt elements are not fully realized. The angle does not convincingly read as low, the beak color reads as dark rather than bone-white, and the desaturated palette is only partially achieved due to tinting. Overall, the alignment with the prompt is moderate rather than exact.\n\nVisual Quality Analysis:\nThe frames show decent resolution and clear feather details, with consistent lighting and minimal artifacts. However, the overall look leans toward a blue/teal tint rather than true desaturation, and some color grading choices reduce the perceived sharpness and cinematic impact. While there are no obvious technical flaws, the visual quality does not reach high-end levels, aligning with a mid-range assessment.\n\nText-to-Video Alignment Analysis:\nCore elements such as the vulture and perch are present, but several prompt specifics are not faithfully reproduced. The low-angle requirement is not clearly satisfied, the beak color diverges from bone-white, and the desaturated aesthetic is only partially achieved. Movement cues like wind-driven feather motion or dynamic camera motion cannot be confirmed from static frames, so the alignment remains moderate rather than strong.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible anatomy and environmental context; the vulture’s form and the branch support appear believable. Yet the atmospheric color grading and lighting introduce a stylized tone that slightly undermines strict realism, keeping the overall physical consistency at a mid level.\n\nOverall, the evaluation indicates mid-range performance across all three dimensions, with room for improvement in faithful prompt reproduction, precise color grading, and the depiction of dynamic elements.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.25,
+                    "TA": 2.921875,
+                    "MQ": 3.28125,
+                    "Overall": 9.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle, upward close-up shot of a massive vulture perched on a thick, dead tree branch, with dark, coarse feathers, a strong, bone-white beak, deep-set piercing eyes, and a desaturated black-and-white palette. In practice, the video presents a vulture on a branch under moody lighting, but several key prompt elements are not fully realized. The angle does not convincingly read as low, the beak color reads as dark rather than bone-white, and the desaturated palette is only partially achieved due to tinting. Overall, the alignment with the prompt is moderate rather than exact.\n\nVisual Quality Analysis:\nThe frames show decent resolution and clear feather details, with consistent lighting and minimal artifacts. However, the overall look leans toward a blue/teal tint rather than true desaturation, and some color grading choices reduce the perceived sharpness and cinematic impact. While there are no obvious technical flaws, the visual quality does not reach high-end levels, aligning with a mid-range assessment.\n\nText-to-Video Alignment Analysis:\nCore elements such as the vulture and perch are present, but several prompt specifics are not faithfully reproduced. The low-angle requirement is not clearly satisfied, the beak color diverges from bone-white, and the desaturated aesthetic is only partially achieved. Movement cues like wind-driven feather motion or dynamic camera motion cannot be confirmed from static frames, so the alignment remains moderate rather than strong.\n\nPhysical/Common-sense Consistency:\nThe scene maintains plausible anatomy and environmental context; the vulture’s form and the branch support appear believable. Yet the atmospheric color grading and lighting introduce a stylized tone that slightly undermines strict realism, keeping the overall physical consistency at a mid level.\n\nOverall, the evaluation indicates mid-range performance across all three dimensions, with room for improvement in faithful prompt reproduction, precise color grading, and the depiction of dynamic elements.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "low-angle, upward close-up shot, a slow, steady approach, zooms in on a massive vulture, majestically perched atop the thickest branch of a twisted, dead, and lifeless tree. Its deep black feathers are coarse and dull, and strong winds whip through them, causing the sparse, tangled feathers on its neck to tremble and lift. Its bare, wrinkled head appears a sickly gray in the cold, diffuse light of the gloomy sky, its massive, hooked, bone-white beak appearing incredibly sharp. Its deep-set, piercing eyes, gleaming with a cold light, scan the endless, desolate landscape below with a cold, focused gaze. The entire image, rendered in an extremely desaturated, almost monochromatic black and white, retains only the faintest traces of color, creating a powerful sense of oppression and apocalyptic silence. The image quality is incredibly sharp, with every detail—from the cracked bark gripped by the vulture’s talons to the texture of its feathers—clearly visible, and combined with the movement of the wind and subtle camera movements, it lends the ominous image an unsettling vitality.",
+        "seed": 5065,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_6/index_4190_seed_5065_dp_13_rank_26_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.890625,
+        "video_score2_ta": 2.5625,
+        "video_score2_mq": 3.265625,
+        "video_score2_overall": 8.6875,
+        "avg": 8.71875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle, upward close-up shot, a slow, steady approach, zooms in on a massive vulture, majestically perched atop the thickest branch of a twisted, dead, and lifeless tree. Its deep black feathers are coarse and dull, and strong winds whip through them, causing the sparse, tangled feathers on its neck to tremble and lift. Its bare, wrinkled head appears a sickly gray in the cold, diffuse light of the gloomy sky, its massive, hooked, bone-white beak appearing incredibly sharp. Its deep-set, piercing eyes, gleaming with a cold light, scan the endless, desolate landscape below with a cold, focused gaze. The entire image, rendered in an extremely desaturated, almost monochromatic black and white, retains only the faintest traces of color, creating a powerful sense of oppression and apocalyptic silence. The image quality is incredibly sharp, with every detail—from the cracked bark gripped by the vulture’s talons to the texture of its feathers—clearly visible, and combined with the movement of the wind and subtle camera movements, it lends the ominous image an unsettling vitality.",
+                "token_credit_reward": 8.6875,
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+                ],
+                "credit_map_shape": [
+                    3,
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+                ],
+                "top_frames": [
+                    2,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle, upward close-up shot of a massive vulture perched on a twisted, dead tree, with detailed visual elements including dark feathers, a bone-white beak, deep-set eyes, and a desaturated palette. In practice, the video presents a vulture-like bird but does not fully realize the described scene. The overall framing and mood align only partially with the prompt, resulting in a moderate level of alignment rather than a faithful rendering.\n\nVisual Quality Analysis:\nThe frames show a bird with dark plumage and a pale bill, set against a muted background. The resolution is adequate and lighting remains consistent across shots, with no obvious distortions or artifacts. However, the sequence feels relatively static and lacks dynamic motion or depth cues that would elevate realism. Overall, visual quality is acceptable but not exceptional.\n\nText-to-Video Alignment Analysis:\nCompared to the prompt, several key elements are underrepresented or missing: the low-angle, upward close-up perspective and the implied dynamic camera movement are not realized; the tree’s form is not clearly depicted as a twisted, dead trunk; the beak color and the described sharpness are not convincingly conveyed; the desaturated, near-monochrome look is not achieved. The result is a moderate alignment where some superficial features match while the core descriptive aspects are not faithfully captured.\n\nPhysical/Common-sense Consistency:\nThe subject’s anatomy and plumage appear plausible, and the perched posture is believable. Yet the environmental context and atmospheric cues do not strongly support the intended desolate setting, and the lack of motion reduces the perceived realism. Overall, physical consistency is present but not strongly convincing within the scene.\n\nOverall assessment:\nThe video demonstrates basic technical competence in rendering a bird but falls short of delivering the nuanced, atmospheric depiction described in the prompt. The alignment between text and visuals is moderate, with several key descriptive elements underrepresented or missing.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.890625,
+                    "TA": 2.5625,
+                    "MQ": 3.265625,
+                    "Overall": 8.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a low-angle, upward close-up shot of a massive vulture perched on a twisted, dead tree, with detailed visual elements including dark feathers, a bone-white beak, deep-set eyes, and a desaturated palette. In practice, the video presents a vulture-like bird but does not fully realize the described scene. The overall framing and mood align only partially with the prompt, resulting in a moderate level of alignment rather than a faithful rendering.\n\nVisual Quality Analysis:\nThe frames show a bird with dark plumage and a pale bill, set against a muted background. The resolution is adequate and lighting remains consistent across shots, with no obvious distortions or artifacts. However, the sequence feels relatively static and lacks dynamic motion or depth cues that would elevate realism. Overall, visual quality is acceptable but not exceptional.\n\nText-to-Video Alignment Analysis:\nCompared to the prompt, several key elements are underrepresented or missing: the low-angle, upward close-up perspective and the implied dynamic camera movement are not realized; the tree’s form is not clearly depicted as a twisted, dead trunk; the beak color and the described sharpness are not convincingly conveyed; the desaturated, near-monochrome look is not achieved. The result is a moderate alignment where some superficial features match while the core descriptive aspects are not faithfully captured.\n\nPhysical/Common-sense Consistency:\nThe subject’s anatomy and plumage appear plausible, and the perched posture is believable. Yet the environmental context and atmospheric cues do not strongly support the intended desolate setting, and the lack of motion reduces the perceived realism. Overall, physical consistency is present but not strongly convincing within the scene.\n\nOverall assessment:\nThe video demonstrates basic technical competence in rendering a bird but falls short of delivering the nuanced, atmospheric depiction described in the prompt. The alignment between text and visuals is moderate, with several key descriptive elements underrepresented or missing.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_7/index_tensor([7604, 7604])_group_7_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_7/index_tensor([7604, 7604])_group_7_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..a596210df081812e67efb1eaf5090be91f99e95a
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_7/index_tensor([7604, 7604])_group_7_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "medium-long shot, shot from a slightly upward angle, slowly but steadily zooms in, focusing on a mysterious figure with their back to the camera, standing still within a vast, dark void. This figure, clad in a flowing, pure white robe, extends from behind a pair of vast, pristine white wings that nearly fill the entire width of the frame. Each feather is perfectly visible, layer upon layer, radiating a soft, sacred sheen in the dim ambient light. With a solemn yet deliberate movement, the wings slowly rise upward, pausing briefly at their apex before sweeping downward with a powerful yet graceful gesture. This sweep seems to stir the slumbering universe, as countless tiny, shimmering golden particles pour from the wings' edges, instantly transforming into a swirling, floating sea of golden light, illuminating the entire dark space. Warm and brilliant golden light dust surrounds the figure, giving the white wings and robes a sacred halo, forming a sharp contrast with the deep background, creating a breathtaking dreamlike atmosphere full of sacredness and tranquil beauty.",
+        "seed": 3499,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_7/index_7604_seed_3499_dp_14_rank_28_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 7,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.84375,
+        "video_score2_ta": 3.34375,
+        "video_score2_mq": 3.1875,
+        "video_score2_overall": 9.375,
+        "avg": 9.375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "medium-long shot, shot from a slightly upward angle, slowly but steadily zooms in, focusing on a mysterious figure with their back to the camera, standing still within a vast, dark void. This figure, clad in a flowing, pure white robe, extends from behind a pair of vast, pristine white wings that nearly fill the entire width of the frame. Each feather is perfectly visible, layer upon layer, radiating a soft, sacred sheen in the dim ambient light. With a solemn yet deliberate movement, the wings slowly rise upward, pausing briefly at their apex before sweeping downward with a powerful yet graceful gesture. This sweep seems to stir the slumbering universe, as countless tiny, shimmering golden particles pour from the wings' edges, instantly transforming into a swirling, floating sea of golden light, illuminating the entire dark space. Warm and brilliant golden light dust surrounds the figure, giving the white wings and robes a sacred halo, forming a sharp contrast with the deep background, creating a breathtaking dreamlike atmosphere full of sacredness and tranquil beauty.",
+                "token_credit_reward": 9.375,
+                "selected_reward": 9.375,
+                "frame_importance": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The prompt describes:\n\n\"medium-long shot, shot from a slightly upward angle, slowly but steadily zooms in, focusing on a mysterious figure with their back to the camera, standing still within a vast, dark void. This figure, clad in a flowing, pure white robe, extends from behind a pair of vast, pristine white wings that nearly fill the entire width of the frame. Each feather is perfectly visible, layer upon layer, radiating a soft, sacred sheen in the dim ambient light. With a solemn yet deliberate movement, the wings slowly rise upward, pausing briefly at their apex before sweeping downward with a powerful yet graceful gesture. This sweep seems to stir the slumbering universe, as countless tiny, shimmering golden particles pour from the wings' edges, instantly transforming into a swirling, floating sea of golden light, illuminating the entire dark space. Warm and brilliant golden light dust surrounds the figure, giving the white wings and robes a sacred halo, forming a sharp contrast with the deep background, creating a breathtaking dreamlike atmosphere full of sacredness and tranquil beauty\"\n\nNow let me evaluate each dimension:\n\nVisual Quality Analysis:\nThe overall visual quality is moderate (score 3). The frames show decent resolution and clear rendering of the figure, robes, and wings, with consistent lighting and good contrast against the dark background. However, there are noticeable issues: some motion blur or distortion around wing edges during movement, occasional artifacts, and minor inconsistencies in wing positioning across frames. The sequence remains coherent and the scene maintains a convincing atmosphere, but it does not reach high-fidelity realism.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a figure with back to the camera, wearing flowing white robes, and large white wings spanning the frame. The wings’ upward movement, the golden particle effects, and the luminous halo are present and align with the description. A few details—such as exact timing of the pause at the apex and the precise synchronization of particle dynamics—are not perfectly matched, but they do not significantly detract from the overall correspondence.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene adheres to plausible fantasy physics: the figure remains grounded, robes and wings move in a believable manner, and the luminous effects are integrated without breaking immersion. Some minor inconsistencies in wing articulation and particle behavior exist, yet they do not undermine the overall coherence of the scene.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.84375,
+                    "TA": 3.34375,
+                    "MQ": 3.1875,
+                    "Overall": 9.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The prompt describes:\n\n\"medium-long shot, shot from a slightly upward angle, slowly but steadily zooms in, focusing on a mysterious figure with their back to the camera, standing still within a vast, dark void. This figure, clad in a flowing, pure white robe, extends from behind a pair of vast, pristine white wings that nearly fill the entire width of the frame. Each feather is perfectly visible, layer upon layer, radiating a soft, sacred sheen in the dim ambient light. With a solemn yet deliberate movement, the wings slowly rise upward, pausing briefly at their apex before sweeping downward with a powerful yet graceful gesture. This sweep seems to stir the slumbering universe, as countless tiny, shimmering golden particles pour from the wings' edges, instantly transforming into a swirling, floating sea of golden light, illuminating the entire dark space. Warm and brilliant golden light dust surrounds the figure, giving the white wings and robes a sacred halo, forming a sharp contrast with the deep background, creating a breathtaking dreamlike atmosphere full of sacredness and tranquil beauty\"\n\nNow let me evaluate each dimension:\n\nVisual Quality Analysis:\nThe overall visual quality is moderate (score 3). The frames show decent resolution and clear rendering of the figure, robes, and wings, with consistent lighting and good contrast against the dark background. However, there are noticeable issues: some motion blur or distortion around wing edges during movement, occasional artifacts, and minor inconsistencies in wing positioning across frames. The sequence remains coherent and the scene maintains a convincing atmosphere, but it does not reach high-fidelity realism.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a figure with back to the camera, wearing flowing white robes, and large white wings spanning the frame. The wings’ upward movement, the golden particle effects, and the luminous halo are present and align with the description. A few details—such as exact timing of the pause at the apex and the precise synchronization of particle dynamics—are not perfectly matched, but they do not significantly detract from the overall correspondence.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The scene adheres to plausible fantasy physics: the figure remains grounded, robes and wings move in a believable manner, and the luminous effects are integrated without breaking immersion. Some minor inconsistencies in wing articulation and particle behavior exist, yet they do not undermine the overall coherence of the scene.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "medium-long shot, shot from a slightly upward angle, slowly but steadily zooms in, focusing on a mysterious figure with their back to the camera, standing still within a vast, dark void. This figure, clad in a flowing, pure white robe, extends from behind a pair of vast, pristine white wings that nearly fill the entire width of the frame. Each feather is perfectly visible, layer upon layer, radiating a soft, sacred sheen in the dim ambient light. With a solemn yet deliberate movement, the wings slowly rise upward, pausing briefly at their apex before sweeping downward with a powerful yet graceful gesture. This sweep seems to stir the slumbering universe, as countless tiny, shimmering golden particles pour from the wings' edges, instantly transforming into a swirling, floating sea of golden light, illuminating the entire dark space. Warm and brilliant golden light dust surrounds the figure, giving the white wings and robes a sacred halo, forming a sharp contrast with the deep background, creating a breathtaking dreamlike atmosphere full of sacredness and tranquil beauty.",
+        "seed": 3500,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_7/index_7604_seed_3500_dp_14_rank_28_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 7,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.109375,
+        "video_score2_ta": 3.640625,
+        "video_score2_mq": 3.3125,
+        "video_score2_overall": 10.0625,
+        "avg": 10.0625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "medium-long shot, shot from a slightly upward angle, slowly but steadily zooms in, focusing on a mysterious figure with their back to the camera, standing still within a vast, dark void. This figure, clad in a flowing, pure white robe, extends from behind a pair of vast, pristine white wings that nearly fill the entire width of the frame. Each feather is perfectly visible, layer upon layer, radiating a soft, sacred sheen in the dim ambient light. With a solemn yet deliberate movement, the wings slowly rise upward, pausing briefly at their apex before sweeping downward with a powerful yet graceful gesture. This sweep seems to stir the slumbering universe, as countless tiny, shimmering golden particles pour from the wings' edges, instantly transforming into a swirling, floating sea of golden light, illuminating the entire dark space. Warm and brilliant golden light dust surrounds the figure, giving the white wings and robes a sacred halo, forming a sharp contrast with the deep background, creating a breathtaking dreamlike atmosphere full of sacredness and tranquil beauty.",
+                "token_credit_reward": 10.0625,
+                "selected_reward": 10.0625,
+                "frame_importance": [
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+                    0.2862025797367096
+                ],
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a medium-long shot from a slightly upward angle, featuring a mysterious figure with their back to the camera, standing still within a vast, dark void. The figure wears a flowing, pure white robe and has expansive white wings that nearly fill the frame. Each feather is visible, and a soft, sacred sheen radiates in dim ambient light. The wings rise upward, pause at the top, then sweep downward in a powerful yet graceful gesture, stirring the universe and releasing golden particles that form a swirling sea of light, illuminating the dark space with warm, brilliant light.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear depiction of the figure, robes, and wings, with consistent lighting and minimal artifacts. However, there is limited motion between frames, resulting in a relatively static sequence and reduced dynamic detail. The result is acceptable but not highly engaging visually.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a back-facing figure in a white robe within a dark void, expansive wings, visible feather details, and a luminous aura. The upward wing movement and the later golden particle effects are present, contributing to the intended atmosphere. Some aspects—such as the exact timing of the wing motion and the precise synchronization of particle dynamics—are not perfectly synchronized, but they do not significantly detract from the overall alignment.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scene maintains coherent spatial relationships and plausible lighting interactions, with no obvious violations of basic physics. The ethereal elements (e.g., wing motion and particle effects) are integrated in a way that remains believable within the fantasy context, though they introduce some non-l literal dynamics.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.109375,
+                    "TA": 3.640625,
+                    "MQ": 3.3125,
+                    "Overall": 10.0625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a medium-long shot from a slightly upward angle, featuring a mysterious figure with their back to the camera, standing still within a vast, dark void. The figure wears a flowing, pure white robe and has expansive white wings that nearly fill the frame. Each feather is visible, and a soft, sacred sheen radiates in dim ambient light. The wings rise upward, pause at the top, then sweep downward in a powerful yet graceful gesture, stirring the universe and releasing golden particles that form a swirling sea of light, illuminating the dark space with warm, brilliant light.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear depiction of the figure, robes, and wings, with consistent lighting and minimal artifacts. However, there is limited motion between frames, resulting in a relatively static sequence and reduced dynamic detail. The result is acceptable but not highly engaging visually.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a back-facing figure in a white robe within a dark void, expansive wings, visible feather details, and a luminous aura. The upward wing movement and the later golden particle effects are present, contributing to the intended atmosphere. Some aspects—such as the exact timing of the wing motion and the precise synchronization of particle dynamics—are not perfectly synchronized, but they do not significantly detract from the overall alignment.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The scene maintains coherent spatial relationships and plausible lighting interactions, with no obvious violations of basic physics. The ethereal elements (e.g., wing motion and particle effects) are integrated in a way that remains believable within the fantasy context, though they introduce some non-l literal dynamics.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "medium-long shot, shot from a slightly upward angle, slowly but steadily zooms in, focusing on a mysterious figure with their back to the camera, standing still within a vast, dark void. This figure, clad in a flowing, pure white robe, extends from behind a pair of vast, pristine white wings that nearly fill the entire width of the frame. Each feather is perfectly visible, layer upon layer, radiating a soft, sacred sheen in the dim ambient light. With a solemn yet deliberate movement, the wings slowly rise upward, pausing briefly at their apex before sweeping downward with a powerful yet graceful gesture. This sweep seems to stir the slumbering universe, as countless tiny, shimmering golden particles pour from the wings' edges, instantly transforming into a swirling, floating sea of golden light, illuminating the entire dark space. Warm and brilliant golden light dust surrounds the figure, giving the white wings and robes a sacred halo, forming a sharp contrast with the deep background, creating a breathtaking dreamlike atmosphere full of sacredness and tranquil beauty.",
+        "seed": 3501,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_7/index_7604_seed_3501_dp_15_rank_30_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 7,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.890625,
+        "video_score2_ta": 3.546875,
+        "video_score2_mq": 3.265625,
+        "video_score2_overall": 9.6875,
+        "avg": 9.703125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "medium-long shot, shot from a slightly upward angle, slowly but steadily zooms in, focusing on a mysterious figure with their back to the camera, standing still within a vast, dark void. This figure, clad in a flowing, pure white robe, extends from behind a pair of vast, pristine white wings that nearly fill the entire width of the frame. Each feather is perfectly visible, layer upon layer, radiating a soft, sacred sheen in the dim ambient light. With a solemn yet deliberate movement, the wings slowly rise upward, pausing briefly at their apex before sweeping downward with a powerful yet graceful gesture. This sweep seems to stir the slumbering universe, as countless tiny, shimmering golden particles pour from the wings' edges, instantly transforming into a swirling, floating sea of golden light, illuminating the entire dark space. Warm and brilliant golden light dust surrounds the figure, giving the white wings and robes a sacred halo, forming a sharp contrast with the deep background, creating a breathtaking dreamlike atmosphere full of sacredness and tranquil beauty.",
+                "token_credit_reward": 9.6875,
+                "selected_reward": 9.6875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The prompt describes:\n\n\"medium-long shot, shot from a slightly upward angle, slowly but steadily zooms in, focusing on a mysterious figure with their back to the camera, standing still within a vast, dark void. This figure, clad in a flowing, pure white robe, extends from behind a pair of vast, pristine white wings that nearly fill the entire width of the frame. Each feather is perfectly visible, layer upon layer, radiating a soft, sacred sheen in the dim ambient light. With a solemn yet deliberate movement, the wings slowly rise upward, pausing briefly at their apex before sweeping downward with a powerful yet graceful gesture. This sweep seems to stir the slumbering universe, as countless tiny, shimmering golden particles pour from the wings' edges, instantly transforming into a swirling, floating sea of golden light, illuminating the entire dark space. Warm and brilliant golden light dust surrounds the figure, giving the white wings and robes a sacred halo, forming a sharp contrast with the deep background, creating a breathtaking dreamlike atmosphere full of sacredness and tranquil beauty\"\n\nNow let me evaluate each dimension:\n\nVisual Quality Analysis:\nThe overall visual quality is moderate (score 3). The frames show decent resolution and clear rendering of the figure, robes, and wings, with consistent lighting and a convincing glow around the head. However, there are occasional minor artifacts and slight motion blur during wing movements, which prevent a higher rating. The sequence remains coherent and the composition is stable, though not exceptionally sharp or cinematic.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong (score 4). The video captures the core elements: a back-facing figure in a white robe, expansive wings, a dark void backdrop, and the gradual wing motion with golden particle effects. Some nuanced details—such as the exact timing of the pause at the apex and the precise synchronization of particle dynamics—are present but not perfect, leaving room for minor deviations while preserving the overall narrative alignment.\n\nPhysical/Common-sense Consistency:\nOverall coherence is moderate (score 3). The scene maintains plausible spatial relationships and lighting, with the figure grounded and the glow behaving consistently. There are subtle inconsistencies in the interaction between particle effects and lighting, and some wing articulation could be smoother, preventing a higher level of physical realism.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.890625,
+                    "TA": 3.546875,
+                    "MQ": 3.265625,
+                    "Overall": 9.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The prompt describes:\n\n\"medium-long shot, shot from a slightly upward angle, slowly but steadily zooms in, focusing on a mysterious figure with their back to the camera, standing still within a vast, dark void. This figure, clad in a flowing, pure white robe, extends from behind a pair of vast, pristine white wings that nearly fill the entire width of the frame. Each feather is perfectly visible, layer upon layer, radiating a soft, sacred sheen in the dim ambient light. With a solemn yet deliberate movement, the wings slowly rise upward, pausing briefly at their apex before sweeping downward with a powerful yet graceful gesture. This sweep seems to stir the slumbering universe, as countless tiny, shimmering golden particles pour from the wings' edges, instantly transforming into a swirling, floating sea of golden light, illuminating the entire dark space. Warm and brilliant golden light dust surrounds the figure, giving the white wings and robes a sacred halo, forming a sharp contrast with the deep background, creating a breathtaking dreamlike atmosphere full of sacredness and tranquil beauty\"\n\nNow let me evaluate each dimension:\n\nVisual Quality Analysis:\nThe overall visual quality is moderate (score 3). The frames show decent resolution and clear rendering of the figure, robes, and wings, with consistent lighting and a convincing glow around the head. However, there are occasional minor artifacts and slight motion blur during wing movements, which prevent a higher rating. The sequence remains coherent and the composition is stable, though not exceptionally sharp or cinematic.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong (score 4). The video captures the core elements: a back-facing figure in a white robe, expansive wings, a dark void backdrop, and the gradual wing motion with golden particle effects. Some nuanced details—such as the exact timing of the pause at the apex and the precise synchronization of particle dynamics—are present but not perfect, leaving room for minor deviations while preserving the overall narrative alignment.\n\nPhysical/Common-sense Consistency:\nOverall coherence is moderate (score 3). The scene maintains plausible spatial relationships and lighting, with the figure grounded and the glow behaving consistently. There are subtle inconsistencies in the interaction between particle effects and lighting, and some wing articulation could be smoother, preventing a higher level of physical realism.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "medium-long shot, shot from a slightly upward angle, slowly but steadily zooms in, focusing on a mysterious figure with their back to the camera, standing still within a vast, dark void. This figure, clad in a flowing, pure white robe, extends from behind a pair of vast, pristine white wings that nearly fill the entire width of the frame. Each feather is perfectly visible, layer upon layer, radiating a soft, sacred sheen in the dim ambient light. With a solemn yet deliberate movement, the wings slowly rise upward, pausing briefly at their apex before sweeping downward with a powerful yet graceful gesture. This sweep seems to stir the slumbering universe, as countless tiny, shimmering golden particles pour from the wings' edges, instantly transforming into a swirling, floating sea of golden light, illuminating the entire dark space. Warm and brilliant golden light dust surrounds the figure, giving the white wings and robes a sacred halo, forming a sharp contrast with the deep background, creating a breathtaking dreamlike atmosphere full of sacredness and tranquil beauty.",
+        "seed": 3502,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_7/index_7604_seed_3502_dp_15_rank_30_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 7,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.984375,
+        "video_score2_ta": 3.15625,
+        "video_score2_mq": 3.25,
+        "video_score2_overall": 9.375,
+        "avg": 9.390625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "medium-long shot, shot from a slightly upward angle, slowly but steadily zooms in, focusing on a mysterious figure with their back to the camera, standing still within a vast, dark void. This figure, clad in a flowing, pure white robe, extends from behind a pair of vast, pristine white wings that nearly fill the entire width of the frame. Each feather is perfectly visible, layer upon layer, radiating a soft, sacred sheen in the dim ambient light. With a solemn yet deliberate movement, the wings slowly rise upward, pausing briefly at their apex before sweeping downward with a powerful yet graceful gesture. This sweep seems to stir the slumbering universe, as countless tiny, shimmering golden particles pour from the wings' edges, instantly transforming into a swirling, floating sea of golden light, illuminating the entire dark space. Warm and brilliant golden light dust surrounds the figure, giving the white wings and robes a sacred halo, forming a sharp contrast with the deep background, creating a breathtaking dreamlike atmosphere full of sacredness and tranquil beauty.",
+                "token_credit_reward": 9.375,
+                "selected_reward": 9.375,
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
+                    1,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a medium-long shot from a slightly upward angle with a gradual zoom toward a mysterious figure with its back to the camera, wearing a flowing white robe and expansive white wings, set against a vast dark void. The wings are depicted as rising, pausing at the top, then sweeping downward with a golden particle effect that transforms into a swirling sea of light, culminating in a bright golden halo around the figure.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent resolution and clear depiction of the figure, robes, and wings, with consistent lighting and minimal artifacts. However, there is limited motion between frames, resulting in a relatively static sequence and reduced perceived dynamism. The particle effects appear only intermittently and do not dominate the scene, keeping the visuals coherent but not highly dynamic.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The core elements—white-robed figure, back-facing posture, expansive wings, and the dark void—are present. The upward angle and the intended zoom are suggested but not consistently realized across the sequence; wing movement is present but not fully expressive of the described dynamics, and the particle metamorphosis is not uniformly integrated. Despite these minor gaps, the major prompt components are well captured.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The figure’s proportions and wing attachment read plausibly, and the lighting supports a coherent atmosphere. Some wing articulation and the timing of particle effects feel slightly off, introducing mild inconsistencies in motion and causality, though nothing breaks the overall coherence.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.984375,
+                    "TA": 3.15625,
+                    "MQ": 3.25,
+                    "Overall": 9.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a medium-long shot from a slightly upward angle with a gradual zoom toward a mysterious figure with its back to the camera, wearing a flowing white robe and expansive white wings, set against a vast dark void. The wings are depicted as rising, pausing at the top, then sweeping downward with a golden particle effect that transforms into a swirling sea of light, culminating in a bright golden halo around the figure.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames maintain decent resolution and clear depiction of the figure, robes, and wings, with consistent lighting and minimal artifacts. However, there is limited motion between frames, resulting in a relatively static sequence and reduced perceived dynamism. The particle effects appear only intermittently and do not dominate the scene, keeping the visuals coherent but not highly dynamic.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The core elements—white-robed figure, back-facing posture, expansive wings, and the dark void—are present. The upward angle and the intended zoom are suggested but not consistently realized across the sequence; wing movement is present but not fully expressive of the described dynamics, and the particle metamorphosis is not uniformly integrated. Despite these minor gaps, the major prompt components are well captured.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The figure’s proportions and wing attachment read plausibly, and the lighting supports a coherent atmosphere. Some wing articulation and the timing of particle effects feel slightly off, introducing mild inconsistencies in motion and causality, though nothing breaks the overall coherence.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_8/index_tensor([4230, 4230])_group_8_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_8/index_tensor([4230, 4230])_group_8_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..30c7df80fb450ac1171aa58a3dfdfdf7a754459d
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_8/index_tensor([4230, 4230])_group_8_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "static, extreme close-up captures a time-lapse sequence, focusing in surreal detail on a vibrant, fuchsia hibiscus bud. In rapid, frame-by-frame action, the tightly curled petals, each velvety and delicately textured, begin to tremble and separate, swiftly and gracefully unfolding to reveal the blossom's intricate core. As the blossom reaches its zenith, the delicate yellow stamens burst forth, and in a single, unmistakable moment, the pollen mass unleashes a visible, dense cloud of shimmering golden pollen. Glistening like fine, suspended dust, the pollen grains billow outward into the soft morning air, catching the warm, directed sunlight and creating a magical, ethereal halo around the now fully open blossom, evoking a tranquil and wondrous atmosphere against the soft, blurred backdrop of lush green foliage.",
+        "seed": 19320,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_8/index_4230_seed_19320_dp_16_rank_32_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 3.078125,
+        "video_score2_ta": 2.375,
+        "video_score2_mq": 2.96875,
+        "video_score2_overall": 8.375,
+        "avg": 8.421875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, extreme close-up captures a time-lapse sequence, focusing in surreal detail on a vibrant, fuchsia hibiscus bud. In rapid, frame-by-frame action, the tightly curled petals, each velvety and delicately textured, begin to tremble and separate, swiftly and gracefully unfolding to reveal the blossom's intricate core. As the blossom reaches its zenith, the delicate yellow stamens burst forth, and in a single, unmistakable moment, the pollen mass unleashes a visible, dense cloud of shimmering golden pollen. Glistening like fine, suspended dust, the pollen grains billow outward into the soft morning air, catching the warm, directed sunlight and creating a magical, ethereal halo around the now fully open blossom, evoking a tranquil and wondrous atmosphere against the soft, blurred backdrop of lush green foliage.",
+                "token_credit_reward": 8.375,
+                "selected_reward": 8.375,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up capturing a time-lapse sequence of a vibrant, fuchsia hibiscus bud with rapid petal separation, revealing an intricate core, and culminating in a dramatic release of golden pollen that disperses into the air, creating a magical, ethereal atmosphere.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution with some softness and mild blur in places, but the subject remains identifiable. There are no major distortions or artifacts, and color rendering is acceptable though not exceptionally vivid. The depth-of-field effect is present and consistent, contributing to a pleasant background separation without sacrificing overall clarity.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video presents a close-up of a flower with a time-lapse progression and visible stamens and some golden particles, which aligns with parts of the description. However, several key elements are not convincingly realized: the petals do not clearly separate or reveal a highly intricate core, and the dramatic, ethereal moment of a dense golden cloud billowing outward is not convincingly depicted. The lighting and atmosphere do not strongly convey a magical halo, resulting in only partial fidelity to the prompt.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The sequence follows plausible botanical progression and maintains coherent spatial relationships between petals, stamens, and stem. Some details—such as the timing and dispersion of the golden particles and the precise interaction with light to produce a halo—are not fully convincing, but there are no glaring contradictions in the overall process.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.078125,
+                    "TA": 2.375,
+                    "MQ": 2.96875,
+                    "Overall": 8.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up capturing a time-lapse sequence of a vibrant, fuchsia hibiscus bud with rapid petal separation, revealing an intricate core, and culminating in a dramatic release of golden pollen that disperses into the air, creating a magical, ethereal atmosphere.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution with some softness and mild blur in places, but the subject remains identifiable. There are no major distortions or artifacts, and color rendering is acceptable though not exceptionally vivid. The depth-of-field effect is present and consistent, contributing to a pleasant background separation without sacrificing overall clarity.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video presents a close-up of a flower with a time-lapse progression and visible stamens and some golden particles, which aligns with parts of the description. However, several key elements are not convincingly realized: the petals do not clearly separate or reveal a highly intricate core, and the dramatic, ethereal moment of a dense golden cloud billowing outward is not convincingly depicted. The lighting and atmosphere do not strongly convey a magical halo, resulting in only partial fidelity to the prompt.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The sequence follows plausible botanical progression and maintains coherent spatial relationships between petals, stamens, and stem. Some details—such as the timing and dispersion of the golden particles and the precise interaction with light to produce a halo—are not fully convincing, but there are no glaring contradictions in the overall process.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static, extreme close-up captures a time-lapse sequence, focusing in surreal detail on a vibrant, fuchsia hibiscus bud. In rapid, frame-by-frame action, the tightly curled petals, each velvety and delicately textured, begin to tremble and separate, swiftly and gracefully unfolding to reveal the blossom's intricate core. As the blossom reaches its zenith, the delicate yellow stamens burst forth, and in a single, unmistakable moment, the pollen mass unleashes a visible, dense cloud of shimmering golden pollen. Glistening like fine, suspended dust, the pollen grains billow outward into the soft morning air, catching the warm, directed sunlight and creating a magical, ethereal halo around the now fully open blossom, evoking a tranquil and wondrous atmosphere against the soft, blurred backdrop of lush green foliage.",
+        "seed": 19321,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_8/index_4230_seed_19321_dp_16_rank_32_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 3.046875,
+        "video_score2_ta": 2.328125,
+        "video_score2_mq": 3.0,
+        "video_score2_overall": 8.375,
+        "avg": 8.375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, extreme close-up captures a time-lapse sequence, focusing in surreal detail on a vibrant, fuchsia hibiscus bud. In rapid, frame-by-frame action, the tightly curled petals, each velvety and delicately textured, begin to tremble and separate, swiftly and gracefully unfolding to reveal the blossom's intricate core. As the blossom reaches its zenith, the delicate yellow stamens burst forth, and in a single, unmistakable moment, the pollen mass unleashes a visible, dense cloud of shimmering golden pollen. Glistening like fine, suspended dust, the pollen grains billow outward into the soft morning air, catching the warm, directed sunlight and creating a magical, ethereal halo around the now fully open blossom, evoking a tranquil and wondrous atmosphere against the soft, blurred backdrop of lush green foliage.",
+                "token_credit_reward": 8.375,
+                "selected_reward": 8.375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up capturing a time-lapse sequence of a vibrant, fuchsia hibiscus bud that opens to reveal delicate yellow stamens and a dramatic release of golden pollen, culminating in a luminous, ethereal halo around a fully open blossom.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show reasonable sharpness with some softness in certain regions; lighting remains consistent across shots, and color rendering is generally faithful though not exceptionally vivid. The background blur is present but not perfectly uniform, and there are occasional minor artifacts or slight inconsistencies in focus between frames. The sequence conveys a believable progression, but it does not reach high-end visual polish.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video presents a close-up progression of a flower opening and displaying yellow stamens, which aligns with parts of the description. However, several key elements are not convincingly realized: the initial fuchsia hue is not clearly established, the dramatic release of golden pollen and the formation of a visible, dense cloud are not clearly depicted, and the ethereal halo around the fully open blossom is not strongly conveyed. Overall, the video captures some aspects of the prompt but misses important details, resulting in a mid-level alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The observed opening motion and stamen emergence appear plausible, and the general progression follows botanical expectations. Yet the timing and dynamics of the bloom, the behavior of the pollen cloud, and the lighting cues do not consistently reflect real-world physics, leaving some gaps in common-sense realism.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.046875,
+                    "TA": 2.328125,
+                    "MQ": 3.0,
+                    "Overall": 8.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up capturing a time-lapse sequence of a vibrant, fuchsia hibiscus bud that opens to reveal delicate yellow stamens and a dramatic release of golden pollen, culminating in a luminous, ethereal halo around a fully open blossom.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show reasonable sharpness with some softness in certain regions; lighting remains consistent across shots, and color rendering is generally faithful though not exceptionally vivid. The background blur is present but not perfectly uniform, and there are occasional minor artifacts or slight inconsistencies in focus between frames. The sequence conveys a believable progression, but it does not reach high-end visual polish.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video presents a close-up progression of a flower opening and displaying yellow stamens, which aligns with parts of the description. However, several key elements are not convincingly realized: the initial fuchsia hue is not clearly established, the dramatic release of golden pollen and the formation of a visible, dense cloud are not clearly depicted, and the ethereal halo around the fully open blossom is not strongly conveyed. Overall, the video captures some aspects of the prompt but misses important details, resulting in a mid-level alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The observed opening motion and stamen emergence appear plausible, and the general progression follows botanical expectations. Yet the timing and dynamics of the bloom, the behavior of the pollen cloud, and the lighting cues do not consistently reflect real-world physics, leaving some gaps in common-sense realism.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static, extreme close-up captures a time-lapse sequence, focusing in surreal detail on a vibrant, fuchsia hibiscus bud. In rapid, frame-by-frame action, the tightly curled petals, each velvety and delicately textured, begin to tremble and separate, swiftly and gracefully unfolding to reveal the blossom's intricate core. As the blossom reaches its zenith, the delicate yellow stamens burst forth, and in a single, unmistakable moment, the pollen mass unleashes a visible, dense cloud of shimmering golden pollen. Glistening like fine, suspended dust, the pollen grains billow outward into the soft morning air, catching the warm, directed sunlight and creating a magical, ethereal halo around the now fully open blossom, evoking a tranquil and wondrous atmosphere against the soft, blurred backdrop of lush green foliage.",
+        "seed": 19322,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_8/index_4230_seed_19322_dp_17_rank_34_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 3.265625,
+        "video_score2_ta": 2.5,
+        "video_score2_mq": 3.015625,
+        "video_score2_overall": 8.75,
+        "avg": 8.78125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, extreme close-up captures a time-lapse sequence, focusing in surreal detail on a vibrant, fuchsia hibiscus bud. In rapid, frame-by-frame action, the tightly curled petals, each velvety and delicately textured, begin to tremble and separate, swiftly and gracefully unfolding to reveal the blossom's intricate core. As the blossom reaches its zenith, the delicate yellow stamens burst forth, and in a single, unmistakable moment, the pollen mass unleashes a visible, dense cloud of shimmering golden pollen. Glistening like fine, suspended dust, the pollen grains billow outward into the soft morning air, catching the warm, directed sunlight and creating a magical, ethereal halo around the now fully open blossom, evoking a tranquil and wondrous atmosphere against the soft, blurred backdrop of lush green foliage.",
+                "token_credit_reward": 8.75,
+                "selected_reward": 8.75,
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+                "top_frames": [
+                    2,
+                    1,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up capturing a time-lapse sequence of a vibrant, fuchsia hibiscus bud that opens to reveal intricate details, with yellow stamens emerging and golden pollen dispersing in a magical, ethereal moment. The video largely follows this arc but does not fully realize all described elements; some aspects are present while others are underrepresented or missing.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show reasonable sharpness and color fidelity, with a convincing depth-of-field and consistent lighting. However, there are occasional minor artifacts and slight inconsistencies in motion between frames, which prevent a higher rating. The sequence remains coherent and aesthetically pleasing, but it does not reach high-end visual polish.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). The video captures the general progression from a closed bud to an opening bloom with visible stamens and some dispersal of golden particles. Yet several key prompt details are not convincingly realized: the exact color tone of a vibrant fuchsia hue, the precise timing and dynamics of the opening, and the ethereal, suspended-pollen effect are only partially achieved. The overall narrative aligns with the prompt but lacks full fidelity in specific visual cues.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The sequence follows plausible botanical progression and lighting, with believable petal movement and stamen emergence. Some aspects—such as the dramatic, uniformly suspended pollen and the intensity of the golden cloud—are stylized rather than strictly physically accurate, but they do not violate basic botanical principles. Overall, the depiction maintains credible realism without overclaiming scientific precision.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.265625,
+                    "TA": 2.5,
+                    "MQ": 3.015625,
+                    "Overall": 8.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up capturing a time-lapse sequence of a vibrant, fuchsia hibiscus bud that opens to reveal intricate details, with yellow stamens emerging and golden pollen dispersing in a magical, ethereal moment. The video largely follows this arc but does not fully realize all described elements; some aspects are present while others are underrepresented or missing.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show reasonable sharpness and color fidelity, with a convincing depth-of-field and consistent lighting. However, there are occasional minor artifacts and slight inconsistencies in motion between frames, which prevent a higher rating. The sequence remains coherent and aesthetically pleasing, but it does not reach high-end visual polish.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is moderate (score 3). The video captures the general progression from a closed bud to an opening bloom with visible stamens and some dispersal of golden particles. Yet several key prompt details are not convincingly realized: the exact color tone of a vibrant fuchsia hue, the precise timing and dynamics of the opening, and the ethereal, suspended-pollen effect are only partially achieved. The overall narrative aligns with the prompt but lacks full fidelity in specific visual cues.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The sequence follows plausible botanical progression and lighting, with believable petal movement and stamen emergence. Some aspects—such as the dramatic, uniformly suspended pollen and the intensity of the golden cloud—are stylized rather than strictly physically accurate, but they do not violate basic botanical principles. Overall, the depiction maintains credible realism without overclaiming scientific precision.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "static, extreme close-up captures a time-lapse sequence, focusing in surreal detail on a vibrant, fuchsia hibiscus bud. In rapid, frame-by-frame action, the tightly curled petals, each velvety and delicately textured, begin to tremble and separate, swiftly and gracefully unfolding to reveal the blossom's intricate core. As the blossom reaches its zenith, the delicate yellow stamens burst forth, and in a single, unmistakable moment, the pollen mass unleashes a visible, dense cloud of shimmering golden pollen. Glistening like fine, suspended dust, the pollen grains billow outward into the soft morning air, catching the warm, directed sunlight and creating a magical, ethereal halo around the now fully open blossom, evoking a tranquil and wondrous atmosphere against the soft, blurred backdrop of lush green foliage.",
+        "seed": 19323,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_8/index_4230_seed_19323_dp_17_rank_34_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.0625,
+        "video_score2_ta": 2.484375,
+        "video_score2_mq": 3.0,
+        "video_score2_overall": 8.5625,
+        "avg": 8.546875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, extreme close-up captures a time-lapse sequence, focusing in surreal detail on a vibrant, fuchsia hibiscus bud. In rapid, frame-by-frame action, the tightly curled petals, each velvety and delicately textured, begin to tremble and separate, swiftly and gracefully unfolding to reveal the blossom's intricate core. As the blossom reaches its zenith, the delicate yellow stamens burst forth, and in a single, unmistakable moment, the pollen mass unleashes a visible, dense cloud of shimmering golden pollen. Glistening like fine, suspended dust, the pollen grains billow outward into the soft morning air, catching the warm, directed sunlight and creating a magical, ethereal halo around the now fully open blossom, evoking a tranquil and wondrous atmosphere against the soft, blurred backdrop of lush green foliage.",
+                "token_credit_reward": 8.5625,
+                "selected_reward": 8.5625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up capturing a time-lapse sequence of a vibrant, fuchsia hibiscus bud that opens to reveal delicate yellow stamens and a dramatic release of golden pollen, culminating in a fully open blossom with a magical, ethereal atmosphere.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show a reasonably sharp subject with a pleasant background blur, but there are occasional minor artifacts and slight inconsistencies in color rendering across frames. The progression from bud to bloom is present, yet some frames exhibit subtle distortions or color shifts that prevent a consistently high-fidelity look. The final frames include visible golden particles, but their distribution and motion do not always align perfectly with the described dynamic, contributing to a sense of mild artificiality rather than flawless realism.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video captures the essential elements—close-up framing, time-lapse progression, and the appearance of yellow stamens and golden pollen. However, several details feel stylized or slightly exaggerated, and the timing and motion of the opening and the pollen release are not always tightly synchronized with the textual description. The overall mood is present but not perfectly matched in every aspect.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The sequence follows plausible botanical progression and lighting, with believable stamen emergence and a gradual bloom. Yet the dramatic, rapid release of dense golden pollen and the uniformly suspended particles read as artistic rather than strictly physically accurate, introducing mild inconsistencies in dynamics and timing while maintaining overall plausibility.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.0625,
+                    "TA": 2.484375,
+                    "MQ": 3.0,
+                    "Overall": 8.5625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a static, extreme close-up capturing a time-lapse sequence of a vibrant, fuchsia hibiscus bud that opens to reveal delicate yellow stamens and a dramatic release of golden pollen, culminating in a fully open blossom with a magical, ethereal atmosphere.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show a reasonably sharp subject with a pleasant background blur, but there are occasional minor artifacts and slight inconsistencies in color rendering across frames. The progression from bud to bloom is present, yet some frames exhibit subtle distortions or color shifts that prevent a consistently high-fidelity look. The final frames include visible golden particles, but their distribution and motion do not always align perfectly with the described dynamic, contributing to a sense of mild artificiality rather than flawless realism.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video captures the essential elements—close-up framing, time-lapse progression, and the appearance of yellow stamens and golden pollen. However, several details feel stylized or slightly exaggerated, and the timing and motion of the opening and the pollen release are not always tightly synchronized with the textual description. The overall mood is present but not perfectly matched in every aspect.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The sequence follows plausible botanical progression and lighting, with believable stamen emergence and a gradual bloom. Yet the dramatic, rapid release of dense golden pollen and the uniformly suspended particles read as artistic rather than strictly physically accurate, introducing mild inconsistencies in dynamics and timing while maintaining overall plausibility.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_9/index_tensor([9537, 9537])_group_9_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_9/index_tensor([9537, 9537])_group_9_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..ddc03724f0d75c207e626241476ea33e35e71a4e
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_9/index_tensor([9537, 9537])_group_9_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "In a breathtaking display of high-speed photography, a 360-degree orbiting camera smoothly orbits a champagne bottle, capturing the climactic moment of its eruption in extreme slow motion. The shot begins with an extreme close-up of the bottle's neck, as the pressurized natural cork violently bursts forth, tumbling gracefully in suspended animation. A majestic, billowing cloud of fine mist erupts from the opening, followed by a galaxy of individual golden droplets, frozen in space against a backdrop of celebratory, utter blackness. Sharp, high-contrast rim lighting meticulously sculpts each element, making the deep green glass within the bottle shimmer and causing each perfectly spherical droplet to sparkle like a tiny gem. The overall atmosphere is one of pure, unadulterated celebration and luxury, the camera's seamless orbiting movement combined with the surreal slow-motion effect creating a visually spectacular and dynamic scene showcasing a single, explosive moment frozen in time.",
+        "seed": 25508,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_9/index_9537_seed_25508_dp_18_rank_36_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.859375,
+        "video_score2_ta": 2.375,
+        "video_score2_mq": 2.96875,
+        "video_score2_overall": 8.25,
+        "avg": 8.203125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In a breathtaking display of high-speed photography, a 360-degree orbiting camera smoothly orbits a champagne bottle, capturing the climactic moment of its eruption in extreme slow motion. The shot begins with an extreme close-up of the bottle's neck, as the pressurized natural cork violently bursts forth, tumbling gracefully in suspended animation. A majestic, billowing cloud of fine mist erupts from the opening, followed by a galaxy of individual golden droplets, frozen in space against a backdrop of celebratory, utter blackness. Sharp, high-contrast rim lighting meticulously sculpts each element, making the deep green glass within the bottle shimmer and causing each perfectly spherical droplet to sparkle like a tiny gem. The overall atmosphere is one of pure, unadulterated celebration and luxury, the camera's seamless orbiting movement combined with the surreal slow-motion effect creating a visually spectacular and dynamic scene showcasing a single, explosive moment frozen in time.",
+                "token_credit_reward": 8.25,
+                "selected_reward": 8.25,
+                "frame_importance": [
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+                "credit_map_shape": [
+                    3,
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+                "top_frames": [
+                    1,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a high-speed, 360-degree orbiting shot of a champagne bottle, starting with an extreme close-up of the neck, culminating in a dramatic cork eruption with suspended droplets and a billowing mist, all captured against a black background with sharp rim lighting. The current frames do not fully realize these elements; the sequence appears to focus on a single object rather than a full orbit, and the cork/eruption dynamics are not clearly demonstrated across the frames.\n\nVisual Quality Analysis:\nAcross the frames, the visuals show moderate clarity with some artifacts. The resolution is acceptable but not high, and there are occasional compression or rendering artifacts that reduce sharpness. Lighting is present but not consistently controlled, and color rendition is adequate though not particularly vivid. Overall, the visual quality is mid-range (score around 3).\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt: a green bottle-like object and droplets are visible, which aligns with parts of the description. However, key aspects—specifically a clear 360-degree orbiting camera movement, a distinct cork eruption, and a dramatic suspension of droplets—are not convincingly realized in the frames. The result is a moderate level of alignment (score around 3).\n\nPhysical/Common-sense Consistency:\nThe scene exhibits plausible physical cues (glass transparency, droplet behavior, and general lighting). Yet the absence of a convincing cork burst and the lack of sustained suspended motion introduce inconsistencies with the described physics. Overall, physical/common-sense consistency remains at a moderate level (score around 3).\n\nGround-truth scores: Visual Quality = 3; Text-to-Video Alignment = 3; Physical/Common-sense Consistency = 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.859375,
+                    "TA": 2.375,
+                    "MQ": 2.96875,
+                    "Overall": 8.25
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a high-speed, 360-degree orbiting shot of a champagne bottle, starting with an extreme close-up of the neck, culminating in a dramatic cork eruption with suspended droplets and a billowing mist, all captured against a black background with sharp rim lighting. The current frames do not fully realize these elements; the sequence appears to focus on a single object rather than a full orbit, and the cork/eruption dynamics are not clearly demonstrated across the frames.\n\nVisual Quality Analysis:\nAcross the frames, the visuals show moderate clarity with some artifacts. The resolution is acceptable but not high, and there are occasional compression or rendering artifacts that reduce sharpness. Lighting is present but not consistently controlled, and color rendition is adequate though not particularly vivid. Overall, the visual quality is mid-range (score around 3).\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt: a green bottle-like object and droplets are visible, which aligns with parts of the description. However, key aspects—specifically a clear 360-degree orbiting camera movement, a distinct cork eruption, and a dramatic suspension of droplets—are not convincingly realized in the frames. The result is a moderate level of alignment (score around 3).\n\nPhysical/Common-sense Consistency:\nThe scene exhibits plausible physical cues (glass transparency, droplet behavior, and general lighting). Yet the absence of a convincing cork burst and the lack of sustained suspended motion introduce inconsistencies with the described physics. Overall, physical/common-sense consistency remains at a moderate level (score around 3).\n\nGround-truth scores: Visual Quality = 3; Text-to-Video Alignment = 3; Physical/Common-sense Consistency = 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "In a breathtaking display of high-speed photography, a 360-degree orbiting camera smoothly orbits a champagne bottle, capturing the climactic moment of its eruption in extreme slow motion. The shot begins with an extreme close-up of the bottle's neck, as the pressurized natural cork violently bursts forth, tumbling gracefully in suspended animation. A majestic, billowing cloud of fine mist erupts from the opening, followed by a galaxy of individual golden droplets, frozen in space against a backdrop of celebratory, utter blackness. Sharp, high-contrast rim lighting meticulously sculpts each element, making the deep green glass within the bottle shimmer and causing each perfectly spherical droplet to sparkle like a tiny gem. The overall atmosphere is one of pure, unadulterated celebration and luxury, the camera's seamless orbiting movement combined with the surreal slow-motion effect creating a visually spectacular and dynamic scene showcasing a single, explosive moment frozen in time.",
+        "seed": 25509,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_9/index_9537_seed_25509_dp_18_rank_36_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.859375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a high-speed, 360-degree orbiting shot of a champagne bottle starting with an extreme close-up of the neck, culminating in an eruption with a dramatic burst of cork, mist, and golden droplets against a black background with rim lighting. The video captures several elements of this concept but does not fully realize the full sequence or the extreme slow-motion aesthetic.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution and clear rendering of the bottle, cork, and liquid, with consistent lighting and believable textures. However, there are occasional minor artifacts and slight inconsistencies in motion between frames that prevent a higher rating. The sequence remains coherent, but it does not exhibit exceptional visual polish.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is partial (score 3). The video includes a champagne bottle, some mist, and droplets, and shows motion around the bottle. Yet key aspects such as a complete 360-degree orbit, a clearly depicted cork eruption, and the intended extreme slow-motion presentation are not convincingly realized. The overall alignment is moderate rather than strong.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The bottle, liquid behavior, and mist/droplet dynamics appear plausible, and lighting remains coherent. Some minor inconsistencies in motion timing and interaction details prevent a higher score, though no major physical violations are evident.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.859375,
+                    "TA": 2.296875,
+                    "MQ": 2.890625,
+                    "Overall": 8.0625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a high-speed, 360-degree orbiting shot of a champagne bottle starting with an extreme close-up of the neck, culminating in an eruption with a dramatic burst of cork, mist, and golden droplets against a black background with rim lighting. The video captures several elements of this concept but does not fully realize the full sequence or the extreme slow-motion aesthetic.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution and clear rendering of the bottle, cork, and liquid, with consistent lighting and believable textures. However, there are occasional minor artifacts and slight inconsistencies in motion between frames that prevent a higher rating. The sequence remains coherent, but it does not exhibit exceptional visual polish.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is partial (score 3). The video includes a champagne bottle, some mist, and droplets, and shows motion around the bottle. Yet key aspects such as a complete 360-degree orbit, a clearly depicted cork eruption, and the intended extreme slow-motion presentation are not convincingly realized. The overall alignment is moderate rather than strong.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The bottle, liquid behavior, and mist/droplet dynamics appear plausible, and lighting remains coherent. Some minor inconsistencies in motion timing and interaction details prevent a higher score, though no major physical violations are evident.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "In a breathtaking display of high-speed photography, a 360-degree orbiting camera smoothly orbits a champagne bottle, capturing the climactic moment of its eruption in extreme slow motion. The shot begins with an extreme close-up of the bottle's neck, as the pressurized natural cork violently bursts forth, tumbling gracefully in suspended animation. A majestic, billowing cloud of fine mist erupts from the opening, followed by a galaxy of individual golden droplets, frozen in space against a backdrop of celebratory, utter blackness. Sharp, high-contrast rim lighting meticulously sculpts each element, making the deep green glass within the bottle shimmer and causing each perfectly spherical droplet to sparkle like a tiny gem. The overall atmosphere is one of pure, unadulterated celebration and luxury, the camera's seamless orbiting movement combined with the surreal slow-motion effect creating a visually spectacular and dynamic scene showcasing a single, explosive moment frozen in time.",
+        "seed": 25510,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_9/index_9537_seed_25510_dp_19_rank_38_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.984375,
+        "video_score2_ta": 2.421875,
+        "video_score2_mq": 3.03125,
+        "video_score2_overall": 8.4375,
+        "avg": 8.4375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In a breathtaking display of high-speed photography, a 360-degree orbiting camera smoothly orbits a champagne bottle, capturing the climactic moment of its eruption in extreme slow motion. The shot begins with an extreme close-up of the bottle's neck, as the pressurized natural cork violently bursts forth, tumbling gracefully in suspended animation. A majestic, billowing cloud of fine mist erupts from the opening, followed by a galaxy of individual golden droplets, frozen in space against a backdrop of celebratory, utter blackness. Sharp, high-contrast rim lighting meticulously sculpts each element, making the deep green glass within the bottle shimmer and causing each perfectly spherical droplet to sparkle like a tiny gem. The overall atmosphere is one of pure, unadulterated celebration and luxury, the camera's seamless orbiting movement combined with the surreal slow-motion effect creating a visually spectacular and dynamic scene showcasing a single, explosive moment frozen in time.",
+                "token_credit_reward": 8.4375,
+                "selected_reward": 8.4375,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a high-speed, 360-degree orbiting shot of a champagne bottle, starting with an extreme close-up of the neck, culminating in a dramatic cork eruption with suspended droplets and a billowing mist against a black background with rim lighting. The video captures several elements of this concept but does not fully realize the full sequence or the extreme slow-motion aesthetic.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution with some softness and minor artifacts. The bottle remains identifiable across shots, and lighting provides contrast between the green glass and darker surroundings. There is some motion blur consistent with a fast sequence, but the imagery lacks crispness and fine detail that would elevate it to higher quality levels.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is partial (score 3). The video includes a champagne bottle and visible droplets, but key aspects such as a clearly depicted 360-degree orbiting camera path, a dramatic cork eruption, suspended animation, and a galaxy of droplets are not convincingly realized. The overall motion and composition do not fully capture the described dynamic sequence.\n\nPhysical/Common-sense Consistency Analysis:\nPhysical consistency is moderate (score 3). The bottle shape and liquid behavior appear plausible, and droplets follow believable trajectories. However, the cork’s motion and the timing of the eruption feel slightly off, and the mist/droplet dynamics lack the dramatic intensity suggested by the prompt. Lighting and reflections are generally coherent, but the scene does not exhibit strong, convincing physical realism throughout.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.984375,
+                    "TA": 2.421875,
+                    "MQ": 3.03125,
+                    "Overall": 8.4375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a high-speed, 360-degree orbiting shot of a champagne bottle, starting with an extreme close-up of the neck, culminating in a dramatic cork eruption with suspended droplets and a billowing mist against a black background with rim lighting. The video captures several elements of this concept but does not fully realize the full sequence or the extreme slow-motion aesthetic.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution with some softness and minor artifacts. The bottle remains identifiable across shots, and lighting provides contrast between the green glass and darker surroundings. There is some motion blur consistent with a fast sequence, but the imagery lacks crispness and fine detail that would elevate it to higher quality levels.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is partial (score 3). The video includes a champagne bottle and visible droplets, but key aspects such as a clearly depicted 360-degree orbiting camera path, a dramatic cork eruption, suspended animation, and a galaxy of droplets are not convincingly realized. The overall motion and composition do not fully capture the described dynamic sequence.\n\nPhysical/Common-sense Consistency Analysis:\nPhysical consistency is moderate (score 3). The bottle shape and liquid behavior appear plausible, and droplets follow believable trajectories. However, the cork’s motion and the timing of the eruption feel slightly off, and the mist/droplet dynamics lack the dramatic intensity suggested by the prompt. Lighting and reflections are generally coherent, but the scene does not exhibit strong, convincing physical realism throughout.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "In a breathtaking display of high-speed photography, a 360-degree orbiting camera smoothly orbits a champagne bottle, capturing the climactic moment of its eruption in extreme slow motion. The shot begins with an extreme close-up of the bottle's neck, as the pressurized natural cork violently bursts forth, tumbling gracefully in suspended animation. A majestic, billowing cloud of fine mist erupts from the opening, followed by a galaxy of individual golden droplets, frozen in space against a backdrop of celebratory, utter blackness. Sharp, high-contrast rim lighting meticulously sculpts each element, making the deep green glass within the bottle shimmer and causing each perfectly spherical droplet to sparkle like a tiny gem. The overall atmosphere is one of pure, unadulterated celebration and luxury, the camera's seamless orbiting movement combined with the surreal slow-motion effect creating a visually spectacular and dynamic scene showcasing a single, explosive moment frozen in time.",
+        "seed": 25511,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000524/group_9/index_9537_seed_25511_dp_19_rank_38_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 3.03125,
+        "video_score2_ta": 2.828125,
+        "video_score2_mq": 2.96875,
+        "video_score2_overall": 8.875,
+        "avg": 8.828125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In a breathtaking display of high-speed photography, a 360-degree orbiting camera smoothly orbits a champagne bottle, capturing the climactic moment of its eruption in extreme slow motion. The shot begins with an extreme close-up of the bottle's neck, as the pressurized natural cork violently bursts forth, tumbling gracefully in suspended animation. A majestic, billowing cloud of fine mist erupts from the opening, followed by a galaxy of individual golden droplets, frozen in space against a backdrop of celebratory, utter blackness. Sharp, high-contrast rim lighting meticulously sculpts each element, making the deep green glass within the bottle shimmer and causing each perfectly spherical droplet to sparkle like a tiny gem. The overall atmosphere is one of pure, unadulterated celebration and luxury, the camera's seamless orbiting movement combined with the surreal slow-motion effect creating a visually spectacular and dynamic scene showcasing a single, explosive moment frozen in time.",
+                "token_credit_reward": 8.875,
+                "selected_reward": 8.875,
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    0,
+                    2,
+                    1
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a high-speed, 360-degree orbiting shot of a champagne bottle, starting with an extreme close-up of the neck, culminating in a dramatic cork eruption with suspended droplets and a billowing mist, all captured against a black background with sharp rim lighting. The intended result is a visually spectacular, luxurious moment emphasizing precision and cinematic technique.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear depiction of the bottle and cork, but there are noticeable issues that prevent a higher rating. Some frames exhibit mild blur or softness during motion, occasional compression artifacts, and uneven lighting that reduces the dramatic rim contrast. The sequence remains legible and coherent, yet it does not reach the level of polish implied by the prompt.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video includes the core elements — a champagne bottle, a cork, and droplets — and conveys a celebratory mood. However, several key aspects of the prompt are underrepresented: the full 360-degree orbit is not clearly demonstrated, the motion appears less smooth and more static, and the dramatic suspension and scale described in the prompt are not fully realized. The overall alignment is acceptable but not strong.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The cork’s displacement and the presence of droplets align with basic principles of pressure-driven eruption, and the scene maintains plausible lighting and material cues. Yet the dynamics feel somewhat staged rather than a fully natural capture, and some micro-physics details (e.g., exact trajectories, mist behavior) are simplified. Overall, the scene remains believable but not deeply physically convincing.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 3.03125,
+                    "TA": 2.828125,
+                    "MQ": 2.96875,
+                    "Overall": 8.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate it across the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a high-speed, 360-degree orbiting shot of a champagne bottle, starting with an extreme close-up of the neck, culminating in a dramatic cork eruption with suspended droplets and a billowing mist, all captured against a black background with sharp rim lighting. The intended result is a visually spectacular, luxurious moment emphasizing precision and cinematic technique.\n\nVisual Quality Assessment:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and clear depiction of the bottle and cork, but there are noticeable issues that prevent a higher rating. Some frames exhibit mild blur or softness during motion, occasional compression artifacts, and uneven lighting that reduces the dramatic rim contrast. The sequence remains legible and coherent, yet it does not reach the level of polish implied by the prompt.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is moderate (score 3). The video includes the core elements — a champagne bottle, a cork, and droplets — and conveys a celebratory mood. However, several key aspects of the prompt are underrepresented: the full 360-degree orbit is not clearly demonstrated, the motion appears less smooth and more static, and the dramatic suspension and scale described in the prompt are not fully realized. The overall alignment is acceptable but not strong.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The cork’s displacement and the presence of droplets align with basic principles of pressure-driven eruption, and the scene maintains plausible lighting and material cues. Yet the dynamics feel somewhat staged rather than a fully natural capture, and some micro-physics details (e.g., exact trajectories, mist behavior) are simplified. Overall, the scene remains believable but not deeply physically convincing.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_1/index_tensor([8749, 8749])_group_1_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_1/index_tensor([8749, 8749])_group_1_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..2a39a870a7693ecb007dd5abc00ef596e7fddc16
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_1/index_tensor([8749, 8749])_group_1_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "The close-up begins from a slightly elevated angle, slowly and gracefully rotating around the vehicle's center console, rendered as a breathtaking masterpiece in the ornate gilded style of Baroque art. Crafted from dark, mirror-polished mahogany, its surface intricately adorned with gilded carvings of scrolling acanthus leaves and intricate floral spirals, the console gleams under dramatic, understated lighting. This contrasting black-and-white lighting, cast by a soft, unseen light source within the cabin, creates deep, velvety shadows within the carvings while causing the hues of the gold leaf to burn with a brilliant flame. As the camera continues its steady, circular motion, the seamless sections of the ornate woodwork begin to rotate downward with silent, mechanical precision. The panel smoothly descends, revealing a hidden compartment lined with plush crimson velvet and automatically illuminated by a soft, warm internal glow, creating an atmosphere of profound luxury, mystery, and untimely wonder.",
+        "seed": 11518,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_1/index_8749_seed_11518_dp_2_rank_4_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.4453125,
+        "video_score2_ta": 1.046875,
+        "video_score2_mq": 1.1484375,
+        "video_score2_overall": 3.65625,
+        "avg": 3.640625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "The close-up begins from a slightly elevated angle, slowly and gracefully rotating around the vehicle's center console, rendered as a breathtaking masterpiece in the ornate gilded style of Baroque art. Crafted from dark, mirror-polished mahogany, its surface intricately adorned with gilded carvings of scrolling acanthus leaves and intricate floral spirals, the console gleams under dramatic, understated lighting. This contrasting black-and-white lighting, cast by a soft, unseen light source within the cabin, creates deep, velvety shadows within the carvings while causing the hues of the gold leaf to burn with a brilliant flame. As the camera continues its steady, circular motion, the seamless sections of the ornate woodwork begin to rotate downward with silent, mechanical precision. The panel smoothly descends, revealing a hidden compartment lined with plush crimson velvet and automatically illuminated by a soft, warm internal glow, creating an atmosphere of profound luxury, mystery, and untimely wonder.",
+                "token_credit_reward": 3.65625,
+                "selected_reward": 3.65625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A close-up view from a slightly elevated angle\n- Rotating around a vehicle's center console\n- Rendered in ornate gilded style of Baroque art\n- Made from dark, mirror-polished mahogany\n- Surface adorned with gilded carvings of scrolling acanthus leaves and intricate floral spirals\n- Console gleams under dramatic, understated lighting\n- Contrasting black-and-white lighting with soft unseen light source\n- Deep, velvety shadows in carvings with gold leaf burning like flame\n- Camera continues steady, circular motion\n- Seamless sections of ornate woodwork rotating downward\n- Revealing hidden compartment lined with plush crimson velvet\n- Soft, warm internal glow illuminating the compartment\n- Atmosphere of profound luxury, mystery, and untimely wonder\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme blur, heavy compression artifacts, and pronounced noise that obscure details. Color fidelity is poor, with washed-out tones and inconsistent contrast. Lighting is erratic across shots, producing abrupt highlights and deep shadows that further reduce legibility. The result is a consistently low-clarity presentation with little discernible texture or fine features. Overall, the video fails to deliver a convincing or polished visual experience.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is minimal. While some frames show close-up views of interior elements, there is no clear evidence of the described ornate gilded Baroque styling, nor of the specific wood species or intricate carvings. The lighting does not reflect the dramatic, nuanced chiaroscuro implied by the prompt, and the crimson velvet and warm internal glow are not convincingly represented. The sequence does not convincingly convey the promised seamless rotation and reveal of a hidden compartment. In short, the video only superficially echoes the prompt and does not realize its core aesthetic or narrative cues.\n\nPhysical/Common-sense Consistency:\nThere is basic spatial coherence (interior elements occupy plausible positions), but the execution lacks convincing material properties and motion realism. The wood grain, reflections, and depth cues do not convincingly match real-world expectations, and the rotation/illumination sequence does not demonstrate strong physical plausibility. Overall, common-sense consistency is limited and does not support a high-fidelity interpretation of the scene.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 1.4453125,
+                    "TA": 1.046875,
+                    "MQ": 1.1484375,
+                    "Overall": 3.65625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A close-up view from a slightly elevated angle\n- Rotating around a vehicle's center console\n- Rendered in ornate gilded style of Baroque art\n- Made from dark, mirror-polished mahogany\n- Surface adorned with gilded carvings of scrolling acanthus leaves and intricate floral spirals\n- Console gleams under dramatic, understated lighting\n- Contrasting black-and-white lighting with soft unseen light source\n- Deep, velvety shadows in carvings with gold leaf burning like flame\n- Camera continues steady, circular motion\n- Seamless sections of ornate woodwork rotating downward\n- Revealing hidden compartment lined with plush crimson velvet\n- Soft, warm internal glow illuminating the compartment\n- Atmosphere of profound luxury, mystery, and untimely wonder\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme blur, heavy compression artifacts, and pronounced noise that obscure details. Color fidelity is poor, with washed-out tones and inconsistent contrast. Lighting is erratic across shots, producing abrupt highlights and deep shadows that further reduce legibility. The result is a consistently low-clarity presentation with little discernible texture or fine features. Overall, the video fails to deliver a convincing or polished visual experience.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is minimal. While some frames show close-up views of interior elements, there is no clear evidence of the described ornate gilded Baroque styling, nor of the specific wood species or intricate carvings. The lighting does not reflect the dramatic, nuanced chiaroscuro implied by the prompt, and the crimson velvet and warm internal glow are not convincingly represented. The sequence does not convincingly convey the promised seamless rotation and reveal of a hidden compartment. In short, the video only superficially echoes the prompt and does not realize its core aesthetic or narrative cues.\n\nPhysical/Common-sense Consistency:\nThere is basic spatial coherence (interior elements occupy plausible positions), but the execution lacks convincing material properties and motion realism. The wood grain, reflections, and depth cues do not convincingly match real-world expectations, and the rotation/illumination sequence does not demonstrate strong physical plausibility. Overall, common-sense consistency is limited and does not support a high-fidelity interpretation of the scene.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2"
+        ]
+    },
+    {
+        "prompt": "The close-up begins from a slightly elevated angle, slowly and gracefully rotating around the vehicle's center console, rendered as a breathtaking masterpiece in the ornate gilded style of Baroque art. Crafted from dark, mirror-polished mahogany, its surface intricately adorned with gilded carvings of scrolling acanthus leaves and intricate floral spirals, the console gleams under dramatic, understated lighting. This contrasting black-and-white lighting, cast by a soft, unseen light source within the cabin, creates deep, velvety shadows within the carvings while causing the hues of the gold leaf to burn with a brilliant flame. As the camera continues its steady, circular motion, the seamless sections of the ornate woodwork begin to rotate downward with silent, mechanical precision. The panel smoothly descends, revealing a hidden compartment lined with plush crimson velvet and automatically illuminated by a soft, warm internal glow, creating an atmosphere of profound luxury, mystery, and untimely wonder.",
+        "seed": 11519,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_1/index_8749_seed_11519_dp_2_rank_4_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.5625,
+        "video_score2_ta": 1.0234375,
+        "video_score2_mq": 1.1640625,
+        "video_score2_overall": 3.75,
+        "avg": 3.75,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "The close-up begins from a slightly elevated angle, slowly and gracefully rotating around the vehicle's center console, rendered as a breathtaking masterpiece in the ornate gilded style of Baroque art. Crafted from dark, mirror-polished mahogany, its surface intricately adorned with gilded carvings of scrolling acanthus leaves and intricate floral spirals, the console gleams under dramatic, understated lighting. This contrasting black-and-white lighting, cast by a soft, unseen light source within the cabin, creates deep, velvety shadows within the carvings while causing the hues of the gold leaf to burn with a brilliant flame. As the camera continues its steady, circular motion, the seamless sections of the ornate woodwork begin to rotate downward with silent, mechanical precision. The panel smoothly descends, revealing a hidden compartment lined with plush crimson velvet and automatically illuminated by a soft, warm internal glow, creating an atmosphere of profound luxury, mystery, and untimely wonder.",
+                "token_credit_reward": 3.75,
+                "selected_reward": 3.75,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A close-up view from a slightly elevated angle\n- Rotating around a vehicle's center console\n- Rendered in ornate gilded style of Baroque art\n- Made from dark, mirror-polished mahogany\n- Surface adorned with gilded carvings of scrolling acanthus leaves and intricate floral spirals\n- Console gleams under dramatic, understated lighting\n- Contrasting black-and-white lighting with soft unseen light source\n- Deep, velvety shadows in carvings with gold leaf burning like flame\n- Camera continues steady, circular motion\n- Seamless sections of ornate woodwork rotating downward\n- Revealing hidden compartment lined with plush crimson velvet\n- Soft, warm internal glow illuminating the compartment\n- Atmosphere of profound luxury, mystery, and untimely wonder\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames are consistently dark with pronounced underexposure, making details hard to discern. There is noticeable noise and grain, and color/contrast are inconsistent across shots. Sharpness is lacking, and motion blur or camera shake reduces clarity. While some metallic reflections exist, they do not compensate for the pervasive low-light conditions. Overall, the video fails to deliver a clear or polished visual presentation.\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and the actual video content. The frames depict a dark, metallic surface with limited visibility rather than the ornate, luxurious interior described. Key elements such as the elevated angle, the rotating motion around a center console, the Baroque-inspired carvings, the dramatic lighting, and the crimson velvet compartment are not realized. The result is a video that does not align with the rich, detailed prompt, indicating a severe misalignment.\n\nPhysical/Common-sense Consistency:\nFrom a basic physical standpoint, there are no obvious violations. The scene maintains plausible geometry and material behavior given the lighting constraints. However, due to the extreme darkness and lack of detail, some expected cues (such as the reveal of a compartment or the precise motion of woodwork) cannot be confirmed, leaving minor uncertainties about the exact sequence and interactions. Overall, physical consistency is present but not strongly demonstrated due to visibility limitations.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 1.5625,
+                    "TA": 1.0234375,
+                    "MQ": 1.1640625,
+                    "Overall": 3.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A close-up view from a slightly elevated angle\n- Rotating around a vehicle's center console\n- Rendered in ornate gilded style of Baroque art\n- Made from dark, mirror-polished mahogany\n- Surface adorned with gilded carvings of scrolling acanthus leaves and intricate floral spirals\n- Console gleams under dramatic, understated lighting\n- Contrasting black-and-white lighting with soft unseen light source\n- Deep, velvety shadows in carvings with gold leaf burning like flame\n- Camera continues steady, circular motion\n- Seamless sections of ornate woodwork rotating downward\n- Revealing hidden compartment lined with plush crimson velvet\n- Soft, warm internal glow illuminating the compartment\n- Atmosphere of profound luxury, mystery, and untimely wonder\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames are consistently dark with pronounced underexposure, making details hard to discern. There is noticeable noise and grain, and color/contrast are inconsistent across shots. Sharpness is lacking, and motion blur or camera shake reduces clarity. While some metallic reflections exist, they do not compensate for the pervasive low-light conditions. Overall, the video fails to deliver a clear or polished visual presentation.\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and the actual video content. The frames depict a dark, metallic surface with limited visibility rather than the ornate, luxurious interior described. Key elements such as the elevated angle, the rotating motion around a center console, the Baroque-inspired carvings, the dramatic lighting, and the crimson velvet compartment are not realized. The result is a video that does not align with the rich, detailed prompt, indicating a severe misalignment.\n\nPhysical/Common-sense Consistency:\nFrom a basic physical standpoint, there are no obvious violations. The scene maintains plausible geometry and material behavior given the lighting constraints. However, due to the extreme darkness and lack of detail, some expected cues (such as the reveal of a compartment or the precise motion of woodwork) cannot be confirmed, leaving minor uncertainties about the exact sequence and interactions. Overall, physical consistency is present but not strongly demonstrated due to visibility limitations.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2"
+        ]
+    },
+    {
+        "prompt": "The close-up begins from a slightly elevated angle, slowly and gracefully rotating around the vehicle's center console, rendered as a breathtaking masterpiece in the ornate gilded style of Baroque art. Crafted from dark, mirror-polished mahogany, its surface intricately adorned with gilded carvings of scrolling acanthus leaves and intricate floral spirals, the console gleams under dramatic, understated lighting. This contrasting black-and-white lighting, cast by a soft, unseen light source within the cabin, creates deep, velvety shadows within the carvings while causing the hues of the gold leaf to burn with a brilliant flame. As the camera continues its steady, circular motion, the seamless sections of the ornate woodwork begin to rotate downward with silent, mechanical precision. The panel smoothly descends, revealing a hidden compartment lined with plush crimson velvet and automatically illuminated by a soft, warm internal glow, creating an atmosphere of profound luxury, mystery, and untimely wonder.",
+        "seed": 11520,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_1/index_8749_seed_11520_dp_3_rank_6_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.2890625,
+        "video_score2_ta": 1.0390625,
+        "video_score2_mq": 1.1015625,
+        "video_score2_overall": 3.4375,
+        "avg": 3.4296875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "The close-up begins from a slightly elevated angle, slowly and gracefully rotating around the vehicle's center console, rendered as a breathtaking masterpiece in the ornate gilded style of Baroque art. Crafted from dark, mirror-polished mahogany, its surface intricately adorned with gilded carvings of scrolling acanthus leaves and intricate floral spirals, the console gleams under dramatic, understated lighting. This contrasting black-and-white lighting, cast by a soft, unseen light source within the cabin, creates deep, velvety shadows within the carvings while causing the hues of the gold leaf to burn with a brilliant flame. As the camera continues its steady, circular motion, the seamless sections of the ornate woodwork begin to rotate downward with silent, mechanical precision. The panel smoothly descends, revealing a hidden compartment lined with plush crimson velvet and automatically illuminated by a soft, warm internal glow, creating an atmosphere of profound luxury, mystery, and untimely wonder.",
+                "token_credit_reward": 3.4375,
+                "selected_reward": 3.4375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A close-up view from a slightly elevated angle\n- Camera slowly and gracefully rotating around a vehicle's center console\n- Rendered in ornate gilded style of Baroque art\n- Made from dark, mirror-polished mahogany\n- Surface intricately adorned with gilded carvings of scrolling acanthus leaves and intricate floral spirals\n- Console gleams under dramatic, understated lighting\n- Contrasting black-and-white lighting with soft, unseen light source\n- Deep, velvety shadows in carvings with gold leaf burning brightly\n- Camera continues steady, circular motion\n- Seamless sections of ornate woodwork rotating downward\n- Revealing hidden compartment lined with plush crimson velvet\n- Soft, warm internal glow illuminating the compartment\n- Atmosphere of profound luxury, mystery, and untimely wonder\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit heavy compression artifacts, pronounced pixelation, and pervasive noise that obscure fine details. Color fidelity is poor, with washed-out tones and inconsistent contrast across shots. Reflections and surface textures appear artificial or smeared, and there is noticeable instability in lighting between frames. The result is a consistently low-clarity presentation with limited discernible detail, making it difficult to appreciate the intended ornate craftsmanship.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is minimal. While some frames show interior-like surfaces and lighting, the essential elements described in the prompt—specifically a clearly visible Baroque-style center console, a distinct gilded acanthus motif, and a dramatic black-and-white lighting scheme—are not convincingly realized. The sequence does not convincingly depict the requested camera movement (a slow, graceful rotation around a central console) nor the reveal of a crimson velvet compartment. Overall, the video fails to capture the core aesthetic and narrative cues of the prompt.\n\nPhysical/Common-sense Consistency:\nThere is basic physical plausibility in object placement and lighting direction, but the rendering lacks convincing material properties and depth cues. Surface textures look flat or inconsistently rendered, and reflections do not consistently align with light sources, reducing realism. The scene remains broadly coherent in terms of spatial arrangement, yet it does not convincingly convey the luxurious, mysterious atmosphere implied by the prompt.\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 1.2890625,
+                    "TA": 1.0390625,
+                    "MQ": 1.1015625,
+                    "Overall": 3.4375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A close-up view from a slightly elevated angle\n- Camera slowly and gracefully rotating around a vehicle's center console\n- Rendered in ornate gilded style of Baroque art\n- Made from dark, mirror-polished mahogany\n- Surface intricately adorned with gilded carvings of scrolling acanthus leaves and intricate floral spirals\n- Console gleams under dramatic, understated lighting\n- Contrasting black-and-white lighting with soft, unseen light source\n- Deep, velvety shadows in carvings with gold leaf burning brightly\n- Camera continues steady, circular motion\n- Seamless sections of ornate woodwork rotating downward\n- Revealing hidden compartment lined with plush crimson velvet\n- Soft, warm internal glow illuminating the compartment\n- Atmosphere of profound luxury, mystery, and untimely wonder\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit heavy compression artifacts, pronounced pixelation, and pervasive noise that obscure fine details. Color fidelity is poor, with washed-out tones and inconsistent contrast across shots. Reflections and surface textures appear artificial or smeared, and there is noticeable instability in lighting between frames. The result is a consistently low-clarity presentation with limited discernible detail, making it difficult to appreciate the intended ornate craftsmanship.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is minimal. While some frames show interior-like surfaces and lighting, the essential elements described in the prompt—specifically a clearly visible Baroque-style center console, a distinct gilded acanthus motif, and a dramatic black-and-white lighting scheme—are not convincingly realized. The sequence does not convincingly depict the requested camera movement (a slow, graceful rotation around a central console) nor the reveal of a crimson velvet compartment. Overall, the video fails to capture the core aesthetic and narrative cues of the prompt.\n\nPhysical/Common-sense Consistency:\nThere is basic physical plausibility in object placement and lighting direction, but the rendering lacks convincing material properties and depth cues. Surface textures look flat or inconsistently rendered, and reflections do not consistently align with light sources, reducing realism. The scene remains broadly coherent in terms of spatial arrangement, yet it does not convincingly convey the luxurious, mysterious atmosphere implied by the prompt.\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2"
+        ]
+    },
+    {
+        "prompt": "The close-up begins from a slightly elevated angle, slowly and gracefully rotating around the vehicle's center console, rendered as a breathtaking masterpiece in the ornate gilded style of Baroque art. Crafted from dark, mirror-polished mahogany, its surface intricately adorned with gilded carvings of scrolling acanthus leaves and intricate floral spirals, the console gleams under dramatic, understated lighting. This contrasting black-and-white lighting, cast by a soft, unseen light source within the cabin, creates deep, velvety shadows within the carvings while causing the hues of the gold leaf to burn with a brilliant flame. As the camera continues its steady, circular motion, the seamless sections of the ornate woodwork begin to rotate downward with silent, mechanical precision. The panel smoothly descends, revealing a hidden compartment lined with plush crimson velvet and automatically illuminated by a soft, warm internal glow, creating an atmosphere of profound luxury, mystery, and untimely wonder.",
+        "seed": 11521,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_1/index_8749_seed_11521_dp_3_rank_6_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.9296875,
+        "video_score2_ta": 2.03125,
+        "video_score2_mq": 3.015625,
+        "video_score2_overall": 7.0,
+        "avg": 6.9765625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "The close-up begins from a slightly elevated angle, slowly and gracefully rotating around the vehicle's center console, rendered as a breathtaking masterpiece in the ornate gilded style of Baroque art. Crafted from dark, mirror-polished mahogany, its surface intricately adorned with gilded carvings of scrolling acanthus leaves and intricate floral spirals, the console gleams under dramatic, understated lighting. This contrasting black-and-white lighting, cast by a soft, unseen light source within the cabin, creates deep, velvety shadows within the carvings while causing the hues of the gold leaf to burn with a brilliant flame. As the camera continues its steady, circular motion, the seamless sections of the ornate woodwork begin to rotate downward with silent, mechanical precision. The panel smoothly descends, revealing a hidden compartment lined with plush crimson velvet and automatically illuminated by a soft, warm internal glow, creating an atmosphere of profound luxury, mystery, and untimely wonder.",
+                "token_credit_reward": 7.0,
+                "selected_reward": 7.0,
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a close-up of a vehicle's center console with an ornate gilded Baroque-inspired design, crafted from dark mirror-polished wood, featuring intricate carvings and a dramatic lighting scheme that emphasizes depth and luxury. The sequence is intended to show a steady, circular camera movement revealing progressively more of the panel and eventually a hidden compartment with crimson velvet and warm illumination.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is moderate. There is noticeable blur and some loss of fine detail, but the scene remains identifiable. Reflections and highlights are present, yet they do not dominate to the point of illegibility. The lighting is dramatic and creates contrast, though it does not always render textures crisply. The camera motion appears smooth enough to preserve continuity, and there are no obvious distortions or abrupt frame-to-frame jumps. Overall, the video communicates the intended subject at a mid level of clarity rather than high fidelity.\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—close-up perspective, ornate gilded motifs, and a dark, luxurious ambiance with dramatic lighting. However, key specifics are not clearly realized: the exact identity of the object (a vehicle center console) is not definitively established, and the described hidden compartment with crimson velvet and automatic illumination is not clearly visible. The camera movement is present but does not convincingly execute the described steady, circular reveal. In sum, alignment is partial: the mood and motif align, but critical details remain ambiguous.\n\nPhysical Consistency (Common-sense):\nThe sequence maintains plausible physical behavior: reflections respond realistically to lighting, materials appear coherent, and the motion feels continuous without obvious physics violations. Some minor inconsistencies exist in how light interacts with certain surfaces and in the timing of the reveal, but they do not undermine overall coherence. The result is a believable depiction with small gaps in precise physical fidelity.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 1.9296875,
+                    "TA": 2.03125,
+                    "MQ": 3.015625,
+                    "Overall": 7.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a close-up of a vehicle's center console with an ornate gilded Baroque-inspired design, crafted from dark mirror-polished wood, featuring intricate carvings and a dramatic lighting scheme that emphasizes depth and luxury. The sequence is intended to show a steady, circular camera movement revealing progressively more of the panel and eventually a hidden compartment with crimson velvet and warm illumination.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is moderate. There is noticeable blur and some loss of fine detail, but the scene remains identifiable. Reflections and highlights are present, yet they do not dominate to the point of illegibility. The lighting is dramatic and creates contrast, though it does not always render textures crisply. The camera motion appears smooth enough to preserve continuity, and there are no obvious distortions or abrupt frame-to-frame jumps. Overall, the video communicates the intended subject at a mid level of clarity rather than high fidelity.\n\nText-to-Video Alignment Analysis:\nThe video captures several core elements of the prompt—close-up perspective, ornate gilded motifs, and a dark, luxurious ambiance with dramatic lighting. However, key specifics are not clearly realized: the exact identity of the object (a vehicle center console) is not definitively established, and the described hidden compartment with crimson velvet and automatic illumination is not clearly visible. The camera movement is present but does not convincingly execute the described steady, circular reveal. In sum, alignment is partial: the mood and motif align, but critical details remain ambiguous.\n\nPhysical Consistency (Common-sense):\nThe sequence maintains plausible physical behavior: reflections respond realistically to lighting, materials appear coherent, and the motion feels continuous without obvious physics violations. Some minor inconsistencies exist in how light interacts with certain surfaces and in the timing of the reveal, but they do not undermine overall coherence. The result is a believable depiction with small gaps in precise physical fidelity.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_10/index_tensor([1495, 1495])_group_10_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_10/index_tensor([1495, 1495])_group_10_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..e380fe639a0b83669e8b3470a128944295207443
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_10/index_tensor([1495, 1495])_group_10_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "dynamic, medium tracking shot, the camera moving steadily alongside the four celestial guardians, tilted slightly upward to emphasize their majesty. They ride upon a surging nebula of interwoven deep purple and azure, charging forward with unstoppable momentum. The leading guardian, clad in intricate armor crafted from gold and white jade, clutches a halberd gleaming with arcs of lightning. To his left stands a stern-looking female guardian, clad in streamlined silver moon armor and wielding a longbow composed of starlight energy. To his right, a burly guardian, clad in dark armor as thick as basalt, shoulders a massive warhammer engraved with ancient runes. The rear guardian, draped in robe-like armor woven from ethereal veils of light, hovers a swirling orb of energy. High-fidelity CGI technology renders their majestic faces with exquisite detail, every inch of skin texture and every resolute gaze clearly visible. Meanwhile, divine light flowing across the surface of their armor flows like liquid, outlining the delicate texture of each plate. They do not fly through the nebula, but seem to harness the cosmic current itself. The nebula beneath their feet obediently parted before them and surged together behind them. Countless tiny stars flickered within it, stirred into a vast vortex by their powerful aura. The entire scene perfectly combines the grandeur of mythology with the majesty of the universe, creating a solemn, sacred, and epic atmosphere.",
+        "seed": 25456,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_10/index_1495_seed_25456_dp_20_rank_40_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.125,
+        "video_score2_ta": 2.0625,
+        "video_score2_mq": 2.890625,
+        "video_score2_overall": 7.0625,
+        "avg": 7.078125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dynamic, medium tracking shot, the camera moving steadily alongside the four celestial guardians, tilted slightly upward to emphasize their majesty. They ride upon a surging nebula of interwoven deep purple and azure, charging forward with unstoppable momentum. The leading guardian, clad in intricate armor crafted from gold and white jade, clutches a halberd gleaming with arcs of lightning. To his left stands a stern-looking female guardian, clad in streamlined silver moon armor and wielding a longbow composed of starlight energy. To his right, a burly guardian, clad in dark armor as thick as basalt, shoulders a massive warhammer engraved with ancient runes. The rear guardian, draped in robe-like armor woven from ethereal veils of light, hovers a swirling orb of energy. High-fidelity CGI technology renders their majestic faces with exquisite detail, every inch of skin texture and every resolute gaze clearly visible. Meanwhile, divine light flowing across the surface of their armor flows like liquid, outlining the delicate texture of each plate. They do not fly through the nebula, but seem to harness the cosmic current itself. The nebula beneath their feet obediently parted before them and surged together behind them. Countless tiny stars flickered within it, stirred into a vast vortex by their powerful aura. The entire scene perfectly combines the grandeur of mythology with the majesty of the universe, creating a solemn, sacred, and epic atmosphere.",
+                "token_credit_reward": 7.0625,
+                "selected_reward": 7.0625,
+                "frame_importance": [
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes four celestial guardians riding a surging nebula, with specific armor details and weapons, and a high-fidelity CGI rendering of majestic faces and flowing divine light. The overall intent is to convey mythic grandeur and cosmic energy.\n\nVisual Quality Assessment:\nAcross the sequence, the visuals show moderate clarity with some softness and occasional compression artifacts. The resolution is adequate but not sharp, and fine details are not consistently crisp. Colors remain vibrant with strong contrast between the purple/azure nebula and the luminous elements, and lighting effects are present but not always refined. Overall, the visual quality is acceptable but not high-end, aligning with a mid-range score.\n\nText-to-Video Alignment Assessment:\nThe video captures several core aspects of the prompt—dynamic motion, a nebula backdrop, and multiple armored figures with distinct color schemes. However, key specifics are not clearly realized: the exact arrangement of four distinct guardians, their precise armor types, and the described weapons are not unambiguously identifiable due to the rendering quality. The alignment is partial rather than complete, reflecting a moderate level of fidelity to the prompt.\n\nPhysical/Common-sense Consistency:\nThe scene maintains coherent spatial relationships and plausible interactions within the fantastical setting. The armored figures move through the nebula with consistent lighting and environmental effects, and there are no obvious physical contradictions. While some fine-grained details are obscured, the overall dynamics and context remain believable, supporting a mid-level assessment of physical consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.125,
+                    "TA": 2.0625,
+                    "MQ": 2.890625,
+                    "Overall": 7.0625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes four celestial guardians riding a surging nebula, with specific armor details and weapons, and a high-fidelity CGI rendering of majestic faces and flowing divine light. The overall intent is to convey mythic grandeur and cosmic energy.\n\nVisual Quality Assessment:\nAcross the sequence, the visuals show moderate clarity with some softness and occasional compression artifacts. The resolution is adequate but not sharp, and fine details are not consistently crisp. Colors remain vibrant with strong contrast between the purple/azure nebula and the luminous elements, and lighting effects are present but not always refined. Overall, the visual quality is acceptable but not high-end, aligning with a mid-range score.\n\nText-to-Video Alignment Assessment:\nThe video captures several core aspects of the prompt—dynamic motion, a nebula backdrop, and multiple armored figures with distinct color schemes. However, key specifics are not clearly realized: the exact arrangement of four distinct guardians, their precise armor types, and the described weapons are not unambiguously identifiable due to the rendering quality. The alignment is partial rather than complete, reflecting a moderate level of fidelity to the prompt.\n\nPhysical/Common-sense Consistency:\nThe scene maintains coherent spatial relationships and plausible interactions within the fantastical setting. The armored figures move through the nebula with consistent lighting and environmental effects, and there are no obvious physical contradictions. While some fine-grained details are obscured, the overall dynamics and context remain believable, supporting a mid-level assessment of physical consistency.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "dynamic, medium tracking shot, the camera moving steadily alongside the four celestial guardians, tilted slightly upward to emphasize their majesty. They ride upon a surging nebula of interwoven deep purple and azure, charging forward with unstoppable momentum. The leading guardian, clad in intricate armor crafted from gold and white jade, clutches a halberd gleaming with arcs of lightning. To his left stands a stern-looking female guardian, clad in streamlined silver moon armor and wielding a longbow composed of starlight energy. To his right, a burly guardian, clad in dark armor as thick as basalt, shoulders a massive warhammer engraved with ancient runes. The rear guardian, draped in robe-like armor woven from ethereal veils of light, hovers a swirling orb of energy. High-fidelity CGI technology renders their majestic faces with exquisite detail, every inch of skin texture and every resolute gaze clearly visible. Meanwhile, divine light flowing across the surface of their armor flows like liquid, outlining the delicate texture of each plate. They do not fly through the nebula, but seem to harness the cosmic current itself. The nebula beneath their feet obediently parted before them and surged together behind them. Countless tiny stars flickered within it, stirred into a vast vortex by their powerful aura. The entire scene perfectly combines the grandeur of mythology with the majesty of the universe, creating a solemn, sacred, and epic atmosphere.",
+        "seed": 25457,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_10/index_1495_seed_25457_dp_20_rank_40_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.921875,
+        "video_score2_ta": 1.84375,
+        "video_score2_mq": 2.78125,
+        "video_score2_overall": 7.53125,
+        "avg": 7.546875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dynamic, medium tracking shot, the camera moving steadily alongside the four celestial guardians, tilted slightly upward to emphasize their majesty. They ride upon a surging nebula of interwoven deep purple and azure, charging forward with unstoppable momentum. The leading guardian, clad in intricate armor crafted from gold and white jade, clutches a halberd gleaming with arcs of lightning. To his left stands a stern-looking female guardian, clad in streamlined silver moon armor and wielding a longbow composed of starlight energy. To his right, a burly guardian, clad in dark armor as thick as basalt, shoulders a massive warhammer engraved with ancient runes. The rear guardian, draped in robe-like armor woven from ethereal veils of light, hovers a swirling orb of energy. High-fidelity CGI technology renders their majestic faces with exquisite detail, every inch of skin texture and every resolute gaze clearly visible. Meanwhile, divine light flowing across the surface of their armor flows like liquid, outlining the delicate texture of each plate. They do not fly through the nebula, but seem to harness the cosmic current itself. The nebula beneath their feet obediently parted before them and surged together behind them. Countless tiny stars flickered within it, stirred into a vast vortex by their powerful aura. The entire scene perfectly combines the grandeur of mythology with the majesty of the universe, creating a solemn, sacred, and epic atmosphere.",
+                "token_credit_reward": 7.53125,
+                "selected_reward": 7.53125,
+                "frame_importance": [
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+                "credit_map_shape": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes four celestial guardians riding a surging nebula, with specific armor details and weapons, and a dynamic, medium tracking shot that emphasizes their majesty. In practice, the video presents three clearly visible figures rather than four, and several key elements from the prompt are not realized. The camera motion is largely static, and the intended dynamic tracking is not evident. While some armor cues align with parts of the description, the overall composition and motion fail to capture the epic scale and mythic grandeur envisioned.\n\nVisual Quality Assessment:\nThe visuals are serviceable but not outstanding. Resolution is adequate and lighting effects are present, yet there are noticeable inconsistencies in sharpness and color grading across frames. Some areas appear soft or slightly blurred, and the blue/purple lighting, while atmospheric, does not maintain uniform intensity throughout. Overall, the visual quality reads as moderate rather than high-end.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is limited. The video shows three figures instead of four, and crucial elements such as the female guardian with a longbow of starlight energy and the rear guardian with a swirling energy orb are absent. The camera movement is largely static, contradicting the described medium tracking shot. Armor details exist but are not consistently detailed or faithful to the prompt, resulting in only partial fidelity to the original vision.\n\nPhysical/Common-sense Consistency:\nWithin the fantasy context, internal coherence is maintained at a basic level. The characters’ proportions and interactions with the environment feel plausible, and the lighting supports the mystical setting. However, the absence of several described elements and the mismatch between the intended dynamic scene and the actual static presentation introduce mild inconsistencies with the narrative intent. Overall, physical consistency remains acceptable but not strongly compelling.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.921875,
+                    "TA": 1.84375,
+                    "MQ": 2.78125,
+                    "Overall": 7.53125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes four celestial guardians riding a surging nebula, with specific armor details and weapons, and a dynamic, medium tracking shot that emphasizes their majesty. In practice, the video presents three clearly visible figures rather than four, and several key elements from the prompt are not realized. The camera motion is largely static, and the intended dynamic tracking is not evident. While some armor cues align with parts of the description, the overall composition and motion fail to capture the epic scale and mythic grandeur envisioned.\n\nVisual Quality Assessment:\nThe visuals are serviceable but not outstanding. Resolution is adequate and lighting effects are present, yet there are noticeable inconsistencies in sharpness and color grading across frames. Some areas appear soft or slightly blurred, and the blue/purple lighting, while atmospheric, does not maintain uniform intensity throughout. Overall, the visual quality reads as moderate rather than high-end.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is limited. The video shows three figures instead of four, and crucial elements such as the female guardian with a longbow of starlight energy and the rear guardian with a swirling energy orb are absent. The camera movement is largely static, contradicting the described medium tracking shot. Armor details exist but are not consistently detailed or faithful to the prompt, resulting in only partial fidelity to the original vision.\n\nPhysical/Common-sense Consistency:\nWithin the fantasy context, internal coherence is maintained at a basic level. The characters’ proportions and interactions with the environment feel plausible, and the lighting supports the mystical setting. However, the absence of several described elements and the mismatch between the intended dynamic scene and the actual static presentation introduce mild inconsistencies with the narrative intent. Overall, physical consistency remains acceptable but not strongly compelling.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic, medium tracking shot featuring four celestial guardians riding a surging nebula of interwoven deep purple and azure, with specific details about each guardian's appearance and equipment. The description emphasizes high-fidelity CGI rendering, majestic faces, flowing divine light, and a cosmic backdrop that blends mythological grandeur with cosmic majesty.\n\nVisual Quality Assessment:\nAcross the frames, the overall visual quality is moderate. The resolution is adequate but not high, and there is noticeable softness and some blur that reduce fine detail. Lighting effects and atmospheric purple/blue hues are present, contributing to mood, but the image remains somewhat hazy and lacks crisp edges. There are no obvious distortions or artifacts, and the sequence appears stable without abrupt frame-to-frame changes. Overall, the visuals convey the intended atmosphere but do not achieve high-fidelity sharpness.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt—dynamic camera movement, multiple figures, and a purple/blue cosmic backdrop with luminous effects. However, several key specifics are not clearly realized: the exact arrangement of the four distinct guardians (leading, left female, right burly, rear in robes) and their precise equipment (halberd with lightning, longbow of starlight, massive warhammer, swirling energy orb) are not distinctly identifiable due to the soft rendering. The result shows partial alignment: the general concept is present, but the detailed fidelity to the prompt is limited by the visual quality.\n\nPhysical/Common-sense Consistency:\nThe scene maintains coherent spatial relationships and plausible motion within a fantastical setting. The characters’ proportions and interactions feel consistent, and the lighting and environmental effects support a unified visual narrative. While the depiction leans into fantasy aesthetics, there are no glaring logical contradictions, and the overall composition remains believable within its genre conventions.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.25,
+                    "TA": 2.15625,
+                    "MQ": 2.9375,
+                    "Overall": 7.34375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic, medium tracking shot featuring four celestial guardians riding a surging nebula of interwoven deep purple and azure, with specific details about each guardian's appearance and equipment. The description emphasizes high-fidelity CGI rendering, majestic faces, flowing divine light, and a cosmic backdrop that blends mythological grandeur with cosmic majesty.\n\nVisual Quality Assessment:\nAcross the frames, the overall visual quality is moderate. The resolution is adequate but not high, and there is noticeable softness and some blur that reduce fine detail. Lighting effects and atmospheric purple/blue hues are present, contributing to mood, but the image remains somewhat hazy and lacks crisp edges. There are no obvious distortions or artifacts, and the sequence appears stable without abrupt frame-to-frame changes. Overall, the visuals convey the intended atmosphere but do not achieve high-fidelity sharpness.\n\nText-to-Video Alignment Assessment:\nThe video captures several core elements of the prompt—dynamic camera movement, multiple figures, and a purple/blue cosmic backdrop with luminous effects. However, several key specifics are not clearly realized: the exact arrangement of the four distinct guardians (leading, left female, right burly, rear in robes) and their precise equipment (halberd with lightning, longbow of starlight, massive warhammer, swirling energy orb) are not distinctly identifiable due to the soft rendering. The result shows partial alignment: the general concept is present, but the detailed fidelity to the prompt is limited by the visual quality.\n\nPhysical/Common-sense Consistency:\nThe scene maintains coherent spatial relationships and plausible motion within a fantastical setting. The characters’ proportions and interactions feel consistent, and the lighting and environmental effects support a unified visual narrative. While the depiction leans into fantasy aesthetics, there are no glaring logical contradictions, and the overall composition remains believable within its genre conventions.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "dynamic, medium tracking shot, the camera moving steadily alongside the four celestial guardians, tilted slightly upward to emphasize their majesty. They ride upon a surging nebula of interwoven deep purple and azure, charging forward with unstoppable momentum. The leading guardian, clad in intricate armor crafted from gold and white jade, clutches a halberd gleaming with arcs of lightning. To his left stands a stern-looking female guardian, clad in streamlined silver moon armor and wielding a longbow composed of starlight energy. To his right, a burly guardian, clad in dark armor as thick as basalt, shoulders a massive warhammer engraved with ancient runes. The rear guardian, draped in robe-like armor woven from ethereal veils of light, hovers a swirling orb of energy. High-fidelity CGI technology renders their majestic faces with exquisite detail, every inch of skin texture and every resolute gaze clearly visible. Meanwhile, divine light flowing across the surface of their armor flows like liquid, outlining the delicate texture of each plate. They do not fly through the nebula, but seem to harness the cosmic current itself. The nebula beneath their feet obediently parted before them and surged together behind them. Countless tiny stars flickered within it, stirred into a vast vortex by their powerful aura. The entire scene perfectly combines the grandeur of mythology with the majesty of the universe, creating a solemn, sacred, and epic atmosphere.",
+        "seed": 25459,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_10/index_1495_seed_25459_dp_21_rank_42_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.140625,
+        "video_score2_ta": 2.03125,
+        "video_score2_mq": 2.953125,
+        "video_score2_overall": 7.125,
+        "avg": 7.125,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "dynamic, medium tracking shot, the camera moving steadily alongside the four celestial guardians, tilted slightly upward to emphasize their majesty. They ride upon a surging nebula of interwoven deep purple and azure, charging forward with unstoppable momentum. The leading guardian, clad in intricate armor crafted from gold and white jade, clutches a halberd gleaming with arcs of lightning. To his left stands a stern-looking female guardian, clad in streamlined silver moon armor and wielding a longbow composed of starlight energy. To his right, a burly guardian, clad in dark armor as thick as basalt, shoulders a massive warhammer engraved with ancient runes. The rear guardian, draped in robe-like armor woven from ethereal veils of light, hovers a swirling orb of energy. High-fidelity CGI technology renders their majestic faces with exquisite detail, every inch of skin texture and every resolute gaze clearly visible. Meanwhile, divine light flowing across the surface of their armor flows like liquid, outlining the delicate texture of each plate. They do not fly through the nebula, but seem to harness the cosmic current itself. The nebula beneath their feet obediently parted before them and surged together behind them. Countless tiny stars flickered within it, stirred into a vast vortex by their powerful aura. The entire scene perfectly combines the grandeur of mythology with the majesty of the universe, creating a solemn, sacred, and epic atmosphere.",
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
+                    1,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic, medium tracking shot featuring four celestial guardians riding a surging nebula of interwoven deep purple and azure, with the leading guardian in ornate gold and white jade armor wielding a halberd, the left guardian in streamlined silver moon armor with a longbow of starlight energy, the right guardian in dark, basalt-like armor with a massive warhammer, and the rear guardian in robe-like armor with an energy orb. The scene is intended to convey high-fidelity CGI rendering, majestic faces, flowing divine light, and a cosmic backdrop that blends mythological grandeur with cosmic majesty.\n\nVisual Quality Assessment:\nAcross the frames, the visuals show moderate clarity with some softness and occasional compression artifacts. The resolution is adequate but not sharp, and fine details are not consistently crisp. Lighting effects exist but are not always integrated with the scene, and color grading yields a moody atmosphere rather than a vivid, high-contrast look. Overall, the visual quality is acceptable but not outstanding, aligning with a mid-range score.\n\nText-to-Video Alignment Assessment:\nThere is partial alignment with the prompt: the presence of multiple armored figures and a mystical backdrop is evident, and some lighting cues resemble the described ambiance. However, several key elements are underrepresented or missing: the exact tracking shot dynamics are not clearly realized, the specific weapons and armor details are not consistently depicted, and the dynamic motion implied by the prompt is not convincingly conveyed. The result is a moderate level of alignment overall.\n\nPhysical/Common-sense Consistency:\nThe scene maintains basic internal coherence: the characters stand on a platform within a mystical environment, and lighting interactions are plausible within a fantasy setting. Some inconsistencies appear in scale, interaction with the nebula, and the integration of energy effects, which slightly undermine realism. Overall, physical consistency remains at a mid level.\n\nGround-truth scores (for reference): Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.140625,
+                    "TA": 2.03125,
+                    "MQ": 2.953125,
+                    "Overall": 7.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a dynamic, medium tracking shot featuring four celestial guardians riding a surging nebula of interwoven deep purple and azure, with the leading guardian in ornate gold and white jade armor wielding a halberd, the left guardian in streamlined silver moon armor with a longbow of starlight energy, the right guardian in dark, basalt-like armor with a massive warhammer, and the rear guardian in robe-like armor with an energy orb. The scene is intended to convey high-fidelity CGI rendering, majestic faces, flowing divine light, and a cosmic backdrop that blends mythological grandeur with cosmic majesty.\n\nVisual Quality Assessment:\nAcross the frames, the visuals show moderate clarity with some softness and occasional compression artifacts. The resolution is adequate but not sharp, and fine details are not consistently crisp. Lighting effects exist but are not always integrated with the scene, and color grading yields a moody atmosphere rather than a vivid, high-contrast look. Overall, the visual quality is acceptable but not outstanding, aligning with a mid-range score.\n\nText-to-Video Alignment Assessment:\nThere is partial alignment with the prompt: the presence of multiple armored figures and a mystical backdrop is evident, and some lighting cues resemble the described ambiance. However, several key elements are underrepresented or missing: the exact tracking shot dynamics are not clearly realized, the specific weapons and armor details are not consistently depicted, and the dynamic motion implied by the prompt is not convincingly conveyed. The result is a moderate level of alignment overall.\n\nPhysical/Common-sense Consistency:\nThe scene maintains basic internal coherence: the characters stand on a platform within a mystical environment, and lighting interactions are plausible within a fantasy setting. Some inconsistencies appear in scale, interaction with the nebula, and the integration of energy effects, which slightly undermine realism. Overall, physical consistency remains at a mid level.\n\nGround-truth scores (for reference): Visual Quality 3; Text-to-Video Alignment 3; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_6/index_tensor([67, 67])_group_6_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_6/index_tensor([67, 67])_group_6_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..fbabb48193b8c25552c527605394c6a387ae6dbd
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_6/index_tensor([67, 67])_group_6_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "fluid, low-angle tracking shot, shot in vertical 4K HD, closely follows a Pembroke Welsh Corgi, donning a miniature tweed detective hat, as it enthusiastically navigates a vibrantly colored pet shop. The corgi, with its fluffy tri-color coat and large, inquisitive dark eyes, sports a comical detective hat that sways slightly as it trots swiftly. The camera, held at eye level, exaggerates the scale of the surroundings, making the snack shelves on either side appear as skyscrapers. These shelves, stacked with colorful, variegated pet treats, form narrow, deep corridors. The entire scene is imbued with Spider-Man: Into the Spider-Verse visual elements: vibrant colors exhibit a slight chromatic aberration around the edges, while shadows and backgrounds are peppered with a distinct halftone dot pattern, lending the scene a unique comic book quality. As the Corgi explores steadily and swiftly, moving its short legs and wagging its tail, dynamic visual effect lines occasionally cross the screen, enhancing its sense of movement and creating a playful and dynamic comic adventure atmosphere.",
+        "seed": 20146,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_6/index_67_seed_20146_dp_12_rank_24_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.359375,
+        "video_score2_ta": 3.484375,
+        "video_score2_mq": 3.125,
+        "video_score2_overall": 9.0,
+        "avg": 8.96875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "fluid, low-angle tracking shot, shot in vertical 4K HD, closely follows a Pembroke Welsh Corgi, donning a miniature tweed detective hat, as it enthusiastically navigates a vibrantly colored pet shop. The corgi, with its fluffy tri-color coat and large, inquisitive dark eyes, sports a comical detective hat that sways slightly as it trots swiftly. The camera, held at eye level, exaggerates the scale of the surroundings, making the snack shelves on either side appear as skyscrapers. These shelves, stacked with colorful, variegated pet treats, form narrow, deep corridors. The entire scene is imbued with Spider-Man: Into the Spider-Verse visual elements: vibrant colors exhibit a slight chromatic aberration around the edges, while shadows and backgrounds are peppered with a distinct halftone dot pattern, lending the scene a unique comic book quality. As the Corgi explores steadily and swiftly, moving its short legs and wagging its tail, dynamic visual effect lines occasionally cross the screen, enhancing its sense of movement and creating a playful and dynamic comic adventure atmosphere.",
+                "token_credit_reward": 9.0,
+                "selected_reward": 9.0,
+                "frame_importance": [
+                    0.37980884313583374,
+                    0.22145214676856995,
+                    0.3987390100955963
+                ],
+                "credit_map": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a fluid, low-angle tracking shot in a vertical 4K HD setup featuring a Pembroke Welsh Corgi wearing a miniature tweed detective hat, moving through a vibrant pet shop with tall shelves and a playful, comic-book vibe. The video largely adheres to these elements, but some specifics are not perfectly realized in the footage.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and color, but there are noticeable issues that prevent a higher rating: occasional motion blur during movement, minor compression artifacts, and some inconsistencies in sharpness across frames. The lighting remains warm and consistent, and the chromatic aberration and halftone-like background effects contribute to the intended aesthetic without fully compensating for the technical shortcomings.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a low-angle tracking shot, a corgi with a detective hat, a vibrant pet-shop setting with tall shelves, and the intended whimsical, comic-book vibe. Minor deviations exist in exact shelf scale and some background details, but they do not significantly detract from the overall alignment.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The corgi’s proportions and movement feel plausible within the stylized environment, and the scene maintains coherent spatial relationships. Occasional perspective exaggerations or depth cues are present but do not severely disrupt believability.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 4; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.359375,
+                    "TA": 3.484375,
+                    "MQ": 3.125,
+                    "Overall": 9.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a fluid, low-angle tracking shot in a vertical 4K HD setup featuring a Pembroke Welsh Corgi wearing a miniature tweed detective hat, moving through a vibrant pet shop with tall shelves and a playful, comic-book vibe. The video largely adheres to these elements, but some specifics are not perfectly realized in the footage.\n\nVisual Quality Analysis:\nOverall, Visual Quality is moderate (score 3). The frames show decent resolution and color, but there are noticeable issues that prevent a higher rating: occasional motion blur during movement, minor compression artifacts, and some inconsistencies in sharpness across frames. The lighting remains warm and consistent, and the chromatic aberration and halftone-like background effects contribute to the intended aesthetic without fully compensating for the technical shortcomings.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong overall (score 4). The video captures the core elements: a low-angle tracking shot, a corgi with a detective hat, a vibrant pet-shop setting with tall shelves, and the intended whimsical, comic-book vibe. Minor deviations exist in exact shelf scale and some background details, but they do not significantly detract from the overall alignment.\n\nPhysical/Common-sense Consistency:\nPhysical consistency is moderate (score 3). The corgi’s proportions and movement feel plausible within the stylized environment, and the scene maintains coherent spatial relationships. Occasional perspective exaggerations or depth cues are present but do not severely disrupt believability.\n\nGround-truth scores: Visual Quality 3; Text-to-Video Alignment 4; Physical Consistency 3.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "fluid, low-angle tracking shot, shot in vertical 4K HD, closely follows a Pembroke Welsh Corgi, donning a miniature tweed detective hat, as it enthusiastically navigates a vibrantly colored pet shop. The corgi, with its fluffy tri-color coat and large, inquisitive dark eyes, sports a comical detective hat that sways slightly as it trots swiftly. The camera, held at eye level, exaggerates the scale of the surroundings, making the snack shelves on either side appear as skyscrapers. These shelves, stacked with colorful, variegated pet treats, form narrow, deep corridors. The entire scene is imbued with Spider-Man: Into the Spider-Verse visual elements: vibrant colors exhibit a slight chromatic aberration around the edges, while shadows and backgrounds are peppered with a distinct halftone dot pattern, lending the scene a unique comic book quality. As the Corgi explores steadily and swiftly, moving its short legs and wagging its tail, dynamic visual effect lines occasionally cross the screen, enhancing its sense of movement and creating a playful and dynamic comic adventure atmosphere.",
+        "seed": 20147,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_6/index_67_seed_20147_dp_12_rank_24_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 2.578125,
+        "video_score2_ta": 2.96875,
+        "video_score2_mq": 2.953125,
+        "video_score2_overall": 8.5,
+        "avg": 8.5,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "fluid, low-angle tracking shot, shot in vertical 4K HD, closely follows a Pembroke Welsh Corgi, donning a miniature tweed detective hat, as it enthusiastically navigates a vibrantly colored pet shop. The corgi, with its fluffy tri-color coat and large, inquisitive dark eyes, sports a comical detective hat that sways slightly as it trots swiftly. The camera, held at eye level, exaggerates the scale of the surroundings, making the snack shelves on either side appear as skyscrapers. These shelves, stacked with colorful, variegated pet treats, form narrow, deep corridors. The entire scene is imbued with Spider-Man: Into the Spider-Verse visual elements: vibrant colors exhibit a slight chromatic aberration around the edges, while shadows and backgrounds are peppered with a distinct halftone dot pattern, lending the scene a unique comic book quality. As the Corgi explores steadily and swiftly, moving its short legs and wagging its tail, dynamic visual effect lines occasionally cross the screen, enhancing its sense of movement and creating a playful and dynamic comic adventure atmosphere.",
+                "token_credit_reward": 8.5,
+                "selected_reward": 8.5,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a fluid, low-angle tracking shot in a vertical 4K HD setup featuring a Pembroke Welsh Corgi wearing a miniature tweed detective hat, moving through a vibrant pet shop with tall, colorful shelves and a playful, comic-book vibe reminiscent of 'Spider-Man: Into the Spider-Verse'. In practice, the video presents a stylized, cartoonish rendering of a corgi in a retail-like environment. While the core elements (corgi, hat, colorful setting) are present, several key aspects of the prompt—specifically the exact camera angle, the precise tracking behavior, and the intended scale exaggeration—are not fully realized. Overall, the alignment with the prompt is moderate rather than exact.\n\nVisual Quality Analysis:\nThe visuals are coherent but intentionally non-photorealistic. The rendering adopts a stylized, comic-book aesthetic with saturated colors and edge artifacts that contribute to the vibe. The resolution is adequate, yet the overall look prioritizes artistic expression over photographic realism. Motion remains reasonably smooth across frames, and there are no glaring distortions or abrupt jumps. However, the combination of stylization and compression yields only moderate sharpness and detail, resulting in a mid-range visual quality assessment.\n\nText-to-Video Alignment Analysis:\nCore elements from the prompt are present (corgi, hat, colorful pet-shop setting). However, the execution diverges in important details: the camera angle does not consistently read as a true low-angle shot, the tracking motion is intermittently evident, and the scale exaggeration described in the prompt is not strongly realized. The result is a moderate alignment overall, with some elements matching and others falling short of the original instructions.\n\nPhysical/Common-sense Consistency:\nWithin the stylized framework, the scene maintains plausible spatial relationships and coherent lighting logic. The corgi’s proportions and interactions with the environment feel believable within the chosen aesthetic, and there are no obvious physical contradictions. The overall common-sense consistency is acceptable but not exceptional due to the intentional artistic deviations.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.578125,
+                    "TA": 2.96875,
+                    "MQ": 2.953125,
+                    "Overall": 8.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a fluid, low-angle tracking shot in a vertical 4K HD setup featuring a Pembroke Welsh Corgi wearing a miniature tweed detective hat, moving through a vibrant pet shop with tall, colorful shelves and a playful, comic-book vibe reminiscent of 'Spider-Man: Into the Spider-Verse'. In practice, the video presents a stylized, cartoonish rendering of a corgi in a retail-like environment. While the core elements (corgi, hat, colorful setting) are present, several key aspects of the prompt—specifically the exact camera angle, the precise tracking behavior, and the intended scale exaggeration—are not fully realized. Overall, the alignment with the prompt is moderate rather than exact.\n\nVisual Quality Analysis:\nThe visuals are coherent but intentionally non-photorealistic. The rendering adopts a stylized, comic-book aesthetic with saturated colors and edge artifacts that contribute to the vibe. The resolution is adequate, yet the overall look prioritizes artistic expression over photographic realism. Motion remains reasonably smooth across frames, and there are no glaring distortions or abrupt jumps. However, the combination of stylization and compression yields only moderate sharpness and detail, resulting in a mid-range visual quality assessment.\n\nText-to-Video Alignment Analysis:\nCore elements from the prompt are present (corgi, hat, colorful pet-shop setting). However, the execution diverges in important details: the camera angle does not consistently read as a true low-angle shot, the tracking motion is intermittently evident, and the scale exaggeration described in the prompt is not strongly realized. The result is a moderate alignment overall, with some elements matching and others falling short of the original instructions.\n\nPhysical/Common-sense Consistency:\nWithin the stylized framework, the scene maintains plausible spatial relationships and coherent lighting logic. The corgi’s proportions and interactions with the environment feel believable within the chosen aesthetic, and there are no obvious physical contradictions. The overall common-sense consistency is acceptable but not exceptional due to the intentional artistic deviations.\n\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "fluid, low-angle tracking shot, shot in vertical 4K HD, closely follows a Pembroke Welsh Corgi, donning a miniature tweed detective hat, as it enthusiastically navigates a vibrantly colored pet shop. The corgi, with its fluffy tri-color coat and large, inquisitive dark eyes, sports a comical detective hat that sways slightly as it trots swiftly. The camera, held at eye level, exaggerates the scale of the surroundings, making the snack shelves on either side appear as skyscrapers. These shelves, stacked with colorful, variegated pet treats, form narrow, deep corridors. The entire scene is imbued with Spider-Man: Into the Spider-Verse visual elements: vibrant colors exhibit a slight chromatic aberration around the edges, while shadows and backgrounds are peppered with a distinct halftone dot pattern, lending the scene a unique comic book quality. As the Corgi explores steadily and swiftly, moving its short legs and wagging its tail, dynamic visual effect lines occasionally cross the screen, enhancing its sense of movement and creating a playful and dynamic comic adventure atmosphere.",
+        "seed": 20148,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_6/index_67_seed_20148_dp_13_rank_26_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 2.796875,
+        "video_score2_ta": 3.828125,
+        "video_score2_mq": 3.171875,
+        "video_score2_overall": 9.8125,
+        "avg": 9.796875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "fluid, low-angle tracking shot, shot in vertical 4K HD, closely follows a Pembroke Welsh Corgi, donning a miniature tweed detective hat, as it enthusiastically navigates a vibrantly colored pet shop. The corgi, with its fluffy tri-color coat and large, inquisitive dark eyes, sports a comical detective hat that sways slightly as it trots swiftly. The camera, held at eye level, exaggerates the scale of the surroundings, making the snack shelves on either side appear as skyscrapers. These shelves, stacked with colorful, variegated pet treats, form narrow, deep corridors. The entire scene is imbued with Spider-Man: Into the Spider-Verse visual elements: vibrant colors exhibit a slight chromatic aberration around the edges, while shadows and backgrounds are peppered with a distinct halftone dot pattern, lending the scene a unique comic book quality. As the Corgi explores steadily and swiftly, moving its short legs and wagging its tail, dynamic visual effect lines occasionally cross the screen, enhancing its sense of movement and creating a playful and dynamic comic adventure atmosphere.",
+                "token_credit_reward": 9.8125,
+                "selected_reward": 9.8125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a fluid, low-angle tracking shot in a vertical 4K HD setup featuring a Pembroke Welsh Corgi wearing a miniature tweed detective hat, moving through a vibrantly colored pet shop. The scene emphasizes a playful, comic-book vibe with saturated colors and edge artifacts, plus a distinctive halftone dot background. The overall intent is clear and consistent with the visuals.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but with noticeable softness and some blur, especially in the background. Color saturation remains high and vibrant, yet fine details are not consistently crisp. There are occasional edge artifacts and chromatic aberrations, and the background halftone dot pattern is present but not perfectly uniform. The sequence remains stable with no major distortions, though sharpness could be improved.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong (score 4). The video captures the essential elements: a low-angle tracking shot, a corgi with a detective hat, a vibrant pet shop environment, and the intended comic-book aesthetic with color effects. Minor deviations exist in exact breed identification and the precise timing of the hat’s sway, but these do not significantly detract from the overall alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The corgi’s proportions and interaction with the environment feel plausible, and lighting/shadows are generally coherent. However, there are subtle inconsistencies in motion dynamics and depth cues that prevent a higher score; overall, the scene remains believable without major physics violations.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.796875,
+                    "TA": 3.828125,
+                    "MQ": 3.171875,
+                    "Overall": 9.8125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a fluid, low-angle tracking shot in a vertical 4K HD setup featuring a Pembroke Welsh Corgi wearing a miniature tweed detective hat, moving through a vibrantly colored pet shop. The scene emphasizes a playful, comic-book vibe with saturated colors and edge artifacts, plus a distinctive halftone dot background. The overall intent is clear and consistent with the visuals.\n\nVisual Quality Analysis:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but with noticeable softness and some blur, especially in the background. Color saturation remains high and vibrant, yet fine details are not consistently crisp. There are occasional edge artifacts and chromatic aberrations, and the background halftone dot pattern is present but not perfectly uniform. The sequence remains stable with no major distortions, though sharpness could be improved.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is strong (score 4). The video captures the essential elements: a low-angle tracking shot, a corgi with a detective hat, a vibrant pet shop environment, and the intended comic-book aesthetic with color effects. Minor deviations exist in exact breed identification and the precise timing of the hat’s sway, but these do not significantly detract from the overall alignment.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The corgi’s proportions and interaction with the environment feel plausible, and lighting/shadows are generally coherent. However, there are subtle inconsistencies in motion dynamics and depth cues that prevent a higher score; overall, the scene remains believable without major physics violations.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "fluid, low-angle tracking shot, shot in vertical 4K HD, closely follows a Pembroke Welsh Corgi, donning a miniature tweed detective hat, as it enthusiastically navigates a vibrantly colored pet shop. The corgi, with its fluffy tri-color coat and large, inquisitive dark eyes, sports a comical detective hat that sways slightly as it trots swiftly. The camera, held at eye level, exaggerates the scale of the surroundings, making the snack shelves on either side appear as skyscrapers. These shelves, stacked with colorful, variegated pet treats, form narrow, deep corridors. The entire scene is imbued with Spider-Man: Into the Spider-Verse visual elements: vibrant colors exhibit a slight chromatic aberration around the edges, while shadows and backgrounds are peppered with a distinct halftone dot pattern, lending the scene a unique comic book quality. As the Corgi explores steadily and swiftly, moving its short legs and wagging its tail, dynamic visual effect lines occasionally cross the screen, enhancing its sense of movement and creating a playful and dynamic comic adventure atmosphere.",
+        "seed": 20149,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000553/group_6/index_67_seed_20149_dp_13_rank_26_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.34375,
+        "video_score2_ta": 3.46875,
+        "video_score2_mq": 3.125,
+        "video_score2_overall": 8.9375,
+        "avg": 8.9375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "fluid, low-angle tracking shot, shot in vertical 4K HD, closely follows a Pembroke Welsh Corgi, donning a miniature tweed detective hat, as it enthusiastically navigates a vibrantly colored pet shop. The corgi, with its fluffy tri-color coat and large, inquisitive dark eyes, sports a comical detective hat that sways slightly as it trots swiftly. The camera, held at eye level, exaggerates the scale of the surroundings, making the snack shelves on either side appear as skyscrapers. These shelves, stacked with colorful, variegated pet treats, form narrow, deep corridors. The entire scene is imbued with Spider-Man: Into the Spider-Verse visual elements: vibrant colors exhibit a slight chromatic aberration around the edges, while shadows and backgrounds are peppered with a distinct halftone dot pattern, lending the scene a unique comic book quality. As the Corgi explores steadily and swiftly, moving its short legs and wagging its tail, dynamic visual effect lines occasionally cross the screen, enhancing its sense of movement and creating a playful and dynamic comic adventure atmosphere.",
+                "token_credit_reward": 8.9375,
+                "selected_reward": 8.9375,
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+                "credit_map_shape": [
+                    3,
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+                    32
+                ],
+                "top_frames": [
+                    0,
+                    1,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a fluid, low-angle tracking shot in a vertical 4K HD setup featuring a Pembroke Welsh Corgi wearing a miniature tweed detective hat, moving through a vibrant pet shop. The scene should emphasize the corgi's exploration, with exaggerated scale, chromatic aberration, and a halftone dot background, plus dynamic visual effects to convey a playful comic-adventure vibe.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but with noticeable artifacts and some blur, especially in the background. The corgi remains reasonably clear, yet there are occasional distortions and color fringing that reduce overall sharpness. The chromatic aberration and halftone-like background are present but not perfectly consistent across frames, and lighting varies between shots. The sequence is generally stable, though minor frame-to-frame inconsistencies exist.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the key elements: a low-angle tracking shot, a corgi with a detective hat, a vibrant pet shop environment, and the intended scale exaggeration. The corgi’s movement and the hat’s presence align with the description, and the chromatic aberration and halftone cues contribute to the requested aesthetic. Minor deviations include occasional mismatches in hat motion and timing, and some background details not perfectly synchronized with the prompt. Despite these small gaps, the overall alignment remains high.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The corgi’s proportions and interaction with the environment feel plausible, and the hat sits naturally. However, there are subtle inconsistencies in motion dynamics and lighting transitions that prevent a higher score. Overall, the scene maintains believable physical behavior without major implausibilities.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 3,
+                    "TA": 4,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.34375,
+                    "TA": 3.46875,
+                    "MQ": 3.125,
+                    "Overall": 8.9375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions:\n\nText Prompt Analysis:\nThe prompt describes a fluid, low-angle tracking shot in a vertical 4K HD setup featuring a Pembroke Welsh Corgi wearing a miniature tweed detective hat, moving through a vibrant pet shop. The scene should emphasize the corgi's exploration, with exaggerated scale, chromatic aberration, and a halftone dot background, plus dynamic visual effects to convey a playful comic-adventure vibe.\n\nVisual Quality Assessment:\nOverall Visual Quality is moderate (score 3). The frames show decent resolution but with noticeable artifacts and some blur, especially in the background. The corgi remains reasonably clear, yet there are occasional distortions and color fringing that reduce overall sharpness. The chromatic aberration and halftone-like background are present but not perfectly consistent across frames, and lighting varies between shots. The sequence is generally stable, though minor frame-to-frame inconsistencies exist.\n\nText-to-Video Alignment Assessment:\nAlignment with the prompt is strong overall (score 4). The video captures the key elements: a low-angle tracking shot, a corgi with a detective hat, a vibrant pet shop environment, and the intended scale exaggeration. The corgi’s movement and the hat’s presence align with the description, and the chromatic aberration and halftone cues contribute to the requested aesthetic. Minor deviations include occasional mismatches in hat motion and timing, and some background details not perfectly synchronized with the prompt. Despite these small gaps, the overall alignment remains high.\n\nPhysical Consistency / Common-sense:\nPhysical consistency is moderate (score 3). The corgi’s proportions and interaction with the environment feel plausible, and the hat sits naturally. However, there are subtle inconsistencies in motion dynamics and lighting transitions that prevent a higher score. Overall, the scene maintains believable physical behavior without major implausibilities.\n</think>\n\n(1) visual quality: 3\n(2) text-to-video alignment: 4\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_0/index_tensor([7617, 7617])_group_0_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_0/index_tensor([7617, 7617])_group_0_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..811920754fe379a54a0d7c1515cd8fca434ea679
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_0/index_tensor([7617, 7617])_group_0_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "close-up, static shot, shot from a slightly overhead angle, focuses on a heavy, dark cast iron pot on a kitchen gas stove. Within, a translucent amber liquid seethes and boils violently, countless bubbles of varying sizes erupting from the bottom and rapidly bursting at the surface, stirring up a chaotic and vibrant scene. A soft yet clearly directed sidelight streams in from the left side of the frame, precisely capturing and sculpting the thick, white vapor rising from the pot. The light penetrates the steam, imbuing it with rich layers and a distinct sense of volume. Each wisp of steam is framed by a luminous, almost divine halo, imbued with texture. This light simultaneously casts deep shadows and subtle highlights on the cast iron pot's rough surface, set against a slightly out-of-focus, vintage-looking off-white tiled wall. The whole picture is warm and rich in color, perfectly replicating the iconic portrait aesthetic of Annie Leibovitz's photography works, which combines dramatic tension and delicate texture, creating an almost solidified atmosphere of tranquility and concentration captured in the dynamic chaos.",
+        "seed": 32476,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_0/index_7617_seed_32476_dp_0_rank_0_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 0,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.3046875,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0625,
+        "video_score2_overall": 3.375,
+        "avg": 3.375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "close-up, static shot, shot from a slightly overhead angle, focuses on a heavy, dark cast iron pot on a kitchen gas stove. Within, a translucent amber liquid seethes and boils violently, countless bubbles of varying sizes erupting from the bottom and rapidly bursting at the surface, stirring up a chaotic and vibrant scene. A soft yet clearly directed sidelight streams in from the left side of the frame, precisely capturing and sculpting the thick, white vapor rising from the pot. The light penetrates the steam, imbuing it with rich layers and a distinct sense of volume. Each wisp of steam is framed by a luminous, almost divine halo, imbued with texture. This light simultaneously casts deep shadows and subtle highlights on the cast iron pot's rough surface, set against a slightly out-of-focus, vintage-looking off-white tiled wall. The whole picture is warm and rich in color, perfectly replicating the iconic portrait aesthetic of Annie Leibovitz's photography works, which combines dramatic tension and delicate texture, creating an almost solidified atmosphere of tranquility and concentration captured in the dynamic chaos.",
+                "token_credit_reward": 3.375,
+                "selected_reward": 3.375,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a close-up, static shot from a slightly overhead angle focusing on a heavy, dark cast iron pot on a kitchen gas stove. Inside, a translucent amber liquid should be seething and boiling with bubbles of varying sizes erupting from the bottom and rapidly bursting at the surface, creating a chaotic and vibrant scene. A soft yet clearly directed sidelight should stream in from the left, capturing thick white vapor rising from the pot as it penetrates the steam with rich layers and volume. The scene should feature a luminous halo around each wisp of steam, with deep shadows and subtle highlights on the pot's rough surface against a slightly out-of-focus, vintage-looking off-white tiled wall. The overall mood should be warm and rich in color, evoking an iconic portrait aesthetic reminiscent of an Annie Leibovitz style that balances dramatic tension with delicate texture.\n\nVisual Quality Assessment:\nAcross the frames, the visual quality is severely degraded. The resolution is very low with pronounced pixelation and heavy compression artifacts. The image is consistently blurry, with edges smeared and fine details unrecoverable. Color fidelity is poor, with washed-out tones and noticeable banding. There is pervasive noise and digital artifacts, and the frames show little to no motion, resulting in a static, low-quality presentation. Overall, the video fails to deliver clear or convincing visuals.\n\nText-to-Video Alignment Assessment:\nThere is essentially no alignment with the prompt. The frames do not reveal a cast iron pot, a kitchen gas stove, or any cooking action. No amber liquid, bubbling, or steam is visible; no lighting effects or atmospheric elements described in the prompt appear. The content is unrelated to the requested scene, indicating a complete mismatch between the prompt and the generated video.\n\nPhysical/Common-sense Consistency Assessment:\nThe frames lack any plausible physical interaction or causal dynamics. There are no objects behaving according to real-world physics, no lighting or shadow behavior, and no spatial relationships that would support a coherent scene. The result is a fundamentally inconsistent depiction with no meaningful common-sense coherence.\n\nGround-truth scores (for reference): Visual Quality = 1, Text-to-Video Alignment = 1, Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.3046875,
+                    "TA": 1.0078125,
+                    "MQ": 1.0625,
+                    "Overall": 3.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a close-up, static shot from a slightly overhead angle focusing on a heavy, dark cast iron pot on a kitchen gas stove. Inside, a translucent amber liquid should be seething and boiling with bubbles of varying sizes erupting from the bottom and rapidly bursting at the surface, creating a chaotic and vibrant scene. A soft yet clearly directed sidelight should stream in from the left, capturing thick white vapor rising from the pot as it penetrates the steam with rich layers and volume. The scene should feature a luminous halo around each wisp of steam, with deep shadows and subtle highlights on the pot's rough surface against a slightly out-of-focus, vintage-looking off-white tiled wall. The overall mood should be warm and rich in color, evoking an iconic portrait aesthetic reminiscent of an Annie Leibovitz style that balances dramatic tension with delicate texture.\n\nVisual Quality Assessment:\nAcross the frames, the visual quality is severely degraded. The resolution is very low with pronounced pixelation and heavy compression artifacts. The image is consistently blurry, with edges smeared and fine details unrecoverable. Color fidelity is poor, with washed-out tones and noticeable banding. There is pervasive noise and digital artifacts, and the frames show little to no motion, resulting in a static, low-quality presentation. Overall, the video fails to deliver clear or convincing visuals.\n\nText-to-Video Alignment Assessment:\nThere is essentially no alignment with the prompt. The frames do not reveal a cast iron pot, a kitchen gas stove, or any cooking action. No amber liquid, bubbling, or steam is visible; no lighting effects or atmospheric elements described in the prompt appear. The content is unrelated to the requested scene, indicating a complete mismatch between the prompt and the generated video.\n\nPhysical/Common-sense Consistency Assessment:\nThe frames lack any plausible physical interaction or causal dynamics. There are no objects behaving according to real-world physics, no lighting or shadow behavior, and no spatial relationships that would support a coherent scene. The result is a fundamentally inconsistent depiction with no meaningful common-sense coherence.\n\nGround-truth scores (for reference): Visual Quality = 1, Text-to-Video Alignment = 1, Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "close-up, static shot, shot from a slightly overhead angle, focuses on a heavy, dark cast iron pot on a kitchen gas stove. Within, a translucent amber liquid seethes and boils violently, countless bubbles of varying sizes erupting from the bottom and rapidly bursting at the surface, stirring up a chaotic and vibrant scene. A soft yet clearly directed sidelight streams in from the left side of the frame, precisely capturing and sculpting the thick, white vapor rising from the pot. The light penetrates the steam, imbuing it with rich layers and a distinct sense of volume. Each wisp of steam is framed by a luminous, almost divine halo, imbued with texture. This light simultaneously casts deep shadows and subtle highlights on the cast iron pot's rough surface, set against a slightly out-of-focus, vintage-looking off-white tiled wall. The whole picture is warm and rich in color, perfectly replicating the iconic portrait aesthetic of Annie Leibovitz's photography works, which combines dramatic tension and delicate texture, creating an almost solidified atmosphere of tranquility and concentration captured in the dynamic chaos.",
+        "seed": 32477,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_0/index_7617_seed_32477_dp_0_rank_0_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 0,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.6953125,
+        "video_score2_ta": 1.03125,
+        "video_score2_mq": 1.3125,
+        "video_score2_overall": 4.03125,
+        "avg": 4.0390625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "close-up, static shot, shot from a slightly overhead angle, focuses on a heavy, dark cast iron pot on a kitchen gas stove. Within, a translucent amber liquid seethes and boils violently, countless bubbles of varying sizes erupting from the bottom and rapidly bursting at the surface, stirring up a chaotic and vibrant scene. A soft yet clearly directed sidelight streams in from the left side of the frame, precisely capturing and sculpting the thick, white vapor rising from the pot. The light penetrates the steam, imbuing it with rich layers and a distinct sense of volume. Each wisp of steam is framed by a luminous, almost divine halo, imbued with texture. This light simultaneously casts deep shadows and subtle highlights on the cast iron pot's rough surface, set against a slightly out-of-focus, vintage-looking off-white tiled wall. The whole picture is warm and rich in color, perfectly replicating the iconic portrait aesthetic of Annie Leibovitz's photography works, which combines dramatic tension and delicate texture, creating an almost solidified atmosphere of tranquility and concentration captured in the dynamic chaos.",
+                "token_credit_reward": 4.03125,
+                "selected_reward": 4.03125,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a close-up, static shot from a slightly overhead angle focusing on a heavy, dark cast iron pot on a kitchen gas stove. Inside, a translucent amber liquid should be seething and boiling with bubbles of varying sizes erupting from the bottom and rapidly bursting at the surface, creating a chaotic and vibrant scene. A soft yet clearly directed sidelight should stream in from the left, capturing thick white vapor rising from the pot as it penetrates the steam and creates a luminous, almost divine halo effect. The scene should show deep shadows and subtle highlights on the pot's rough surface against a slightly out-of-focus, vintage-looking off-white tiled wall, with a warm, rich color palette reminiscent of an iconic portrait aesthetic.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by a severe pixelation and heavy compression that obscure fine details. The image remains largely static with minimal motion, but the pervasive artifacts and low resolution dominate perception. The overall clarity is poor, with blocky textures and noise masking most features. While some broad shapes (a pot-like vessel and a tiled background) can be inferred, the extreme degradation prevents reliable assessment of finer elements. The sequence shows little variation over time, reinforcing a static impression rather than a dynamic cooking scene.\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and what is depicted. The frames do not convincingly portray the described dynamic cooking action: there is no visible bubbling or turbulence, no clear amber liquid, and no convincing steam or vapor effects. The lighting does not exhibit the dramatic left-side illumination or the luminous halo described. The vintage tiled wall and the specific portrait-like atmosphere are not convincingly realized. Overall, the alignment to the prompt is severely limited, with only a few superficially related cues remaining.\n\nPhysical Consistency (Common-sense):\nFrom a basic physical standpoint, the scene presents plausible vessel form and a tiled backdrop, which provides some coherence. However, the absence of expected cooking dynamics—no heat interaction, no liquid movement, and no steam behavior—creates a notable inconsistency with common-sense expectations for a cooking scenario. The result is a moderate level of physical plausibility, but it does not satisfy the expected physical cues of the described scene.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 1.6953125,
+                    "TA": 1.03125,
+                    "MQ": 1.3125,
+                    "Overall": 4.03125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a close-up, static shot from a slightly overhead angle focusing on a heavy, dark cast iron pot on a kitchen gas stove. Inside, a translucent amber liquid should be seething and boiling with bubbles of varying sizes erupting from the bottom and rapidly bursting at the surface, creating a chaotic and vibrant scene. A soft yet clearly directed sidelight should stream in from the left, capturing thick white vapor rising from the pot as it penetrates the steam and creates a luminous, almost divine halo effect. The scene should show deep shadows and subtle highlights on the pot's rough surface against a slightly out-of-focus, vintage-looking off-white tiled wall, with a warm, rich color palette reminiscent of an iconic portrait aesthetic.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by a severe pixelation and heavy compression that obscure fine details. The image remains largely static with minimal motion, but the pervasive artifacts and low resolution dominate perception. The overall clarity is poor, with blocky textures and noise masking most features. While some broad shapes (a pot-like vessel and a tiled background) can be inferred, the extreme degradation prevents reliable assessment of finer elements. The sequence shows little variation over time, reinforcing a static impression rather than a dynamic cooking scene.\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and what is depicted. The frames do not convincingly portray the described dynamic cooking action: there is no visible bubbling or turbulence, no clear amber liquid, and no convincing steam or vapor effects. The lighting does not exhibit the dramatic left-side illumination or the luminous halo described. The vintage tiled wall and the specific portrait-like atmosphere are not convincingly realized. Overall, the alignment to the prompt is severely limited, with only a few superficially related cues remaining.\n\nPhysical Consistency (Common-sense):\nFrom a basic physical standpoint, the scene presents plausible vessel form and a tiled backdrop, which provides some coherence. However, the absence of expected cooking dynamics—no heat interaction, no liquid movement, and no steam behavior—creates a notable inconsistency with common-sense expectations for a cooking scenario. The result is a moderate level of physical plausibility, but it does not satisfy the expected physical cues of the described scene.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2"
+        ]
+    },
+    {
+        "prompt": "close-up, static shot, shot from a slightly overhead angle, focuses on a heavy, dark cast iron pot on a kitchen gas stove. Within, a translucent amber liquid seethes and boils violently, countless bubbles of varying sizes erupting from the bottom and rapidly bursting at the surface, stirring up a chaotic and vibrant scene. A soft yet clearly directed sidelight streams in from the left side of the frame, precisely capturing and sculpting the thick, white vapor rising from the pot. The light penetrates the steam, imbuing it with rich layers and a distinct sense of volume. Each wisp of steam is framed by a luminous, almost divine halo, imbued with texture. This light simultaneously casts deep shadows and subtle highlights on the cast iron pot's rough surface, set against a slightly out-of-focus, vintage-looking off-white tiled wall. The whole picture is warm and rich in color, perfectly replicating the iconic portrait aesthetic of Annie Leibovitz's photography works, which combines dramatic tension and delicate texture, creating an almost solidified atmosphere of tranquility and concentration captured in the dynamic chaos.",
+        "seed": 32478,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_0/index_7617_seed_32478_dp_1_rank_2_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 0,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.328125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0625,
+        "video_score2_overall": 3.40625,
+        "avg": 3.3984375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "close-up, static shot, shot from a slightly overhead angle, focuses on a heavy, dark cast iron pot on a kitchen gas stove. Within, a translucent amber liquid seethes and boils violently, countless bubbles of varying sizes erupting from the bottom and rapidly bursting at the surface, stirring up a chaotic and vibrant scene. A soft yet clearly directed sidelight streams in from the left side of the frame, precisely capturing and sculpting the thick, white vapor rising from the pot. The light penetrates the steam, imbuing it with rich layers and a distinct sense of volume. Each wisp of steam is framed by a luminous, almost divine halo, imbued with texture. This light simultaneously casts deep shadows and subtle highlights on the cast iron pot's rough surface, set against a slightly out-of-focus, vintage-looking off-white tiled wall. The whole picture is warm and rich in color, perfectly replicating the iconic portrait aesthetic of Annie Leibovitz's photography works, which combines dramatic tension and delicate texture, creating an almost solidified atmosphere of tranquility and concentration captured in the dynamic chaos.",
+                "token_credit_reward": 3.40625,
+                "selected_reward": 3.40625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a close-up, static shot from a slightly overhead angle focusing on a heavy, dark cast iron pot on a kitchen gas stove. Inside, a translucent amber liquid should be seething and boiling with bubbles of varying sizes erupting from the bottom and rapidly bursting at the surface, creating a chaotic and vibrant scene. A soft yet clearly directed sidelight should stream in from the left, capturing thick white vapor rising from the pot as it penetrates the steam to create depth and texture. The scene should have a warm, rich color palette reminiscent of an iconic portrait aesthetic, with dramatic tension and delicate texture, and a slightly out-of-focus vintage tiled wall background.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is severely degraded. The resolution is very low with pronounced pixelation and heavy compression artifacts that obscure details. The image remains consistently blurry, with a coarse, mesh-like pattern dominating the frame and making it impossible to discern fine features. Lighting is uneven and often harsh, contributing to a washed-out or muddy appearance. Color fidelity is poor, with desaturated tones and limited contrast. There is little to no camera movement, but the severe degradation dominates perception. Overall, the video presents a markedly poor visual quality (score 1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not reveal a clear cast iron pot, a kitchen gas stove, or any of the described cooking action. The heavy, dark pot, the bubbling amber liquid, the chaotic and vibrant scene, the left-side lighting, the white vapor, and the vintage tiled wall are not observable. The result is a near-complete mismatch between the textual description and the visual content (score 1).\n\nPhysical Consistency (Common-sense):\nFrom what can be inferred, there is no coherent physical depiction of a cooking scene. The extreme distortion prevents any meaningful assessment of realistic interactions, lighting behavior, or material properties. The video fails to convey plausible physical dynamics consistent with the described scenario (score 1).\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.328125,
+                    "TA": 1.0078125,
+                    "MQ": 1.0625,
+                    "Overall": 3.40625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a close-up, static shot from a slightly overhead angle focusing on a heavy, dark cast iron pot on a kitchen gas stove. Inside, a translucent amber liquid should be seething and boiling with bubbles of varying sizes erupting from the bottom and rapidly bursting at the surface, creating a chaotic and vibrant scene. A soft yet clearly directed sidelight should stream in from the left, capturing thick white vapor rising from the pot as it penetrates the steam to create depth and texture. The scene should have a warm, rich color palette reminiscent of an iconic portrait aesthetic, with dramatic tension and delicate texture, and a slightly out-of-focus vintage tiled wall background.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is severely degraded. The resolution is very low with pronounced pixelation and heavy compression artifacts that obscure details. The image remains consistently blurry, with a coarse, mesh-like pattern dominating the frame and making it impossible to discern fine features. Lighting is uneven and often harsh, contributing to a washed-out or muddy appearance. Color fidelity is poor, with desaturated tones and limited contrast. There is little to no camera movement, but the severe degradation dominates perception. Overall, the video presents a markedly poor visual quality (score 1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not reveal a clear cast iron pot, a kitchen gas stove, or any of the described cooking action. The heavy, dark pot, the bubbling amber liquid, the chaotic and vibrant scene, the left-side lighting, the white vapor, and the vintage tiled wall are not observable. The result is a near-complete mismatch between the textual description and the visual content (score 1).\n\nPhysical Consistency (Common-sense):\nFrom what can be inferred, there is no coherent physical depiction of a cooking scene. The extreme distortion prevents any meaningful assessment of realistic interactions, lighting behavior, or material properties. The video fails to convey plausible physical dynamics consistent with the described scenario (score 1).\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "close-up, static shot, shot from a slightly overhead angle, focuses on a heavy, dark cast iron pot on a kitchen gas stove. Within, a translucent amber liquid seethes and boils violently, countless bubbles of varying sizes erupting from the bottom and rapidly bursting at the surface, stirring up a chaotic and vibrant scene. A soft yet clearly directed sidelight streams in from the left side of the frame, precisely capturing and sculpting the thick, white vapor rising from the pot. The light penetrates the steam, imbuing it with rich layers and a distinct sense of volume. Each wisp of steam is framed by a luminous, almost divine halo, imbued with texture. This light simultaneously casts deep shadows and subtle highlights on the cast iron pot's rough surface, set against a slightly out-of-focus, vintage-looking off-white tiled wall. The whole picture is warm and rich in color, perfectly replicating the iconic portrait aesthetic of Annie Leibovitz's photography works, which combines dramatic tension and delicate texture, creating an almost solidified atmosphere of tranquility and concentration captured in the dynamic chaos.",
+        "seed": 32479,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_0/index_7617_seed_32479_dp_1_rank_2_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 0,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.453125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0625,
+        "video_score2_overall": 3.53125,
+        "avg": 3.5234375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "close-up, static shot, shot from a slightly overhead angle, focuses on a heavy, dark cast iron pot on a kitchen gas stove. Within, a translucent amber liquid seethes and boils violently, countless bubbles of varying sizes erupting from the bottom and rapidly bursting at the surface, stirring up a chaotic and vibrant scene. A soft yet clearly directed sidelight streams in from the left side of the frame, precisely capturing and sculpting the thick, white vapor rising from the pot. The light penetrates the steam, imbuing it with rich layers and a distinct sense of volume. Each wisp of steam is framed by a luminous, almost divine halo, imbued with texture. This light simultaneously casts deep shadows and subtle highlights on the cast iron pot's rough surface, set against a slightly out-of-focus, vintage-looking off-white tiled wall. The whole picture is warm and rich in color, perfectly replicating the iconic portrait aesthetic of Annie Leibovitz's photography works, which combines dramatic tension and delicate texture, creating an almost solidified atmosphere of tranquility and concentration captured in the dynamic chaos.",
+                "token_credit_reward": 3.53125,
+                "selected_reward": 3.53125,
+                "frame_importance": [
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
+                    0,
+                    1
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a close-up, static shot from a slightly overhead angle focusing on a heavy, dark cast iron pot on a kitchen gas stove. Inside, a translucent amber liquid should be seething and boiling with bubbles of varying sizes erupting from the bottom and rapidly bursting at the surface, creating a chaotic and vibrant scene. A soft yet clearly directed sidelight should stream in from the left, capturing thick white vapor rising from the pot as it penetrates the steam with rich layers and volume. The scene should feature a luminous halo around each wisp of steam, with deep shadows and subtle highlights on the pot's rough surface against a slightly out-of-focus, vintage-looking off-white tiled wall. The overall mood should be warm and rich in color, evoking an iconic portrait aesthetic reminiscent of an Annie Leibovitz style that balances dramatic tension with delicate texture.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by severe distortions and artifacts. The imagery is heavily pixelated and fragmented, with pronounced compression noise and color banding. There is little to no recognizable content or scene structure, and the frames appear largely static with minimal motion. The result is effectively unusable for any meaningful interpretation, indicating a very low level of visual quality.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not reveal a cast iron pot, a kitchen gas stove, a bubbling amber liquid, or any of the described lighting, steam effects, or composition. The content is completely unrelated to the requested scene, reflecting a total failure to translate the textual description into a coherent visual representation.\n\nPhysical/Common-sense Consistency:\nBecause the video lacks any recognizable objects or actions, there is no basis to assess physical realism or common-sense behavior. The extreme distortion prevents any meaningful evaluation of plausible interactions or dynamics, resulting in a complete breakdown of physical consistency.\n\nOverall assessment:\nAll three dimensions are severely compromised, yielding the lowest possible scores across Visual Quality, Text-to-Video Alignment, and Physical/Common-sense Consistency.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.453125,
+                    "TA": 1.0078125,
+                    "MQ": 1.0625,
+                    "Overall": 3.53125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a close-up, static shot from a slightly overhead angle focusing on a heavy, dark cast iron pot on a kitchen gas stove. Inside, a translucent amber liquid should be seething and boiling with bubbles of varying sizes erupting from the bottom and rapidly bursting at the surface, creating a chaotic and vibrant scene. A soft yet clearly directed sidelight should stream in from the left, capturing thick white vapor rising from the pot as it penetrates the steam with rich layers and volume. The scene should feature a luminous halo around each wisp of steam, with deep shadows and subtle highlights on the pot's rough surface against a slightly out-of-focus, vintage-looking off-white tiled wall. The overall mood should be warm and rich in color, evoking an iconic portrait aesthetic reminiscent of an Annie Leibovitz style that balances dramatic tension with delicate texture.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by severe distortions and artifacts. The imagery is heavily pixelated and fragmented, with pronounced compression noise and color banding. There is little to no recognizable content or scene structure, and the frames appear largely static with minimal motion. The result is effectively unusable for any meaningful interpretation, indicating a very low level of visual quality.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not reveal a cast iron pot, a kitchen gas stove, a bubbling amber liquid, or any of the described lighting, steam effects, or composition. The content is completely unrelated to the requested scene, reflecting a total failure to translate the textual description into a coherent visual representation.\n\nPhysical/Common-sense Consistency:\nBecause the video lacks any recognizable objects or actions, there is no basis to assess physical realism or common-sense behavior. The extreme distortion prevents any meaningful evaluation of plausible interactions or dynamics, resulting in a complete breakdown of physical consistency.\n\nOverall assessment:\nAll three dimensions are severely compromised, yielding the lowest possible scores across Visual Quality, Text-to-Video Alignment, and Physical/Common-sense Consistency.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_1/index_tensor([9021, 9021])_group_1_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_1/index_tensor([9021, 9021])_group_1_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..de32176ce88c4aad3949d12d415ca16d67d88e0a
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_1/index_tensor([9021, 9021])_group_1_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "It's an extreme wide shot, the camera panning slowly and ominously across the silent void of deep space, focusing on the impending collision of two celestial bodies. On the left, the vibrant blue marble of Earth hangs in lifelike detail, its oceans a deep sapphire, its continents a patchwork of greens and browns, all obscured by delicate, swirling white clouds and enveloped in a thin, glowing atmospheric halo. Approaching from the right is a massive, barren rogue planet, its surface a rust-colored rock and dark, pockmarked craters, emitting a faint, sickly purple glow from the depths of ancient antiquity. As the two planets inexorably approach, the moment of collision is silent yet catastrophic; the rogue planet's crust first makes contact with Earth's atmosphere, which ripples and ignites in a bright, expanding ring of superheated gas. Immediately afterwards, Earth's surface begins to crack from the point of impact, a spiderweb of fiery orange energy spreading across the continents and oceans as fast as lightning. This culminated in an outward eruption of dazzling, all-consuming flashes of cataclysmic energy of white and yellow, instantly overwhelmed the frame and flung chunks of planetary debris into the cold vacuum, conveying a terrifying and awe-inspiring atmosphere of cosmic destruction on an unimaginable scale.",
+        "seed": 2424,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_1/index_9021_seed_2424_dp_2_rank_4_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.1640625,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0234375,
+        "video_score2_overall": 3.1875,
+        "avg": 3.1953125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "It's an extreme wide shot, the camera panning slowly and ominously across the silent void of deep space, focusing on the impending collision of two celestial bodies. On the left, the vibrant blue marble of Earth hangs in lifelike detail, its oceans a deep sapphire, its continents a patchwork of greens and browns, all obscured by delicate, swirling white clouds and enveloped in a thin, glowing atmospheric halo. Approaching from the right is a massive, barren rogue planet, its surface a rust-colored rock and dark, pockmarked craters, emitting a faint, sickly purple glow from the depths of ancient antiquity. As the two planets inexorably approach, the moment of collision is silent yet catastrophic; the rogue planet's crust first makes contact with Earth's atmosphere, which ripples and ignites in a bright, expanding ring of superheated gas. Immediately afterwards, Earth's surface begins to crack from the point of impact, a spiderweb of fiery orange energy spreading across the continents and oceans as fast as lightning. This culminated in an outward eruption of dazzling, all-consuming flashes of cataclysmic energy of white and yellow, instantly overwhelmed the frame and flung chunks of planetary debris into the cold vacuum, conveying a terrifying and awe-inspiring atmosphere of cosmic destruction on an unimaginable scale.",
+                "token_credit_reward": 3.1875,
+                "selected_reward": 3.1875,
+                "frame_importance": [
+                    0.3090192973613739,
+                    0.46848082542419434,
+                    0.22249989211559296
+                ],
+                "credit_map": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes a cosmic destruction scene involving Earth and a rogue planet, including a slow pan, a collision sequence, and dramatic energy effects.\n\nLooking at the frames:\n\nVisual Quality Analysis:\nThe frames present abstract, highly distorted imagery with heavy pixelation and digital artifacts. The visuals are dominated by glitchy patterns, chromatic aberrations, and noise-like textures. While some color variation exists (blues, whites, hints of other hues), the overall image quality remains severely degraded and largely unintelligible. The content does not resemble recognizable objects or scenes, and the distortions appear intentional rather than accidental. Overall, Visual Quality is rated 1/5.\n\nText-to-Video Alignment Analysis:\nThe prompt calls for a cinematic depiction of Earth and a rogue planet, a slow pan, a collision sequence, and specific atmospheric effects. The frames instead show abstract digital artifacts with no identifiable celestial bodies, no clear camera movement, and no discernible collision or energy events. The alignment with the requested narrative is effectively absent. Overall, Text-to-Video Alignment is rated 1/5.\n\nPhysical/Common-sense Consistency:\nThe imagery is so heavily distorted that meaningful physical interpretation is not possible. There are no recognizable planetary features, no plausible motion, and no coherent physical interactions. The result reflects a complete breakdown of physical realism and common-sense expectations. Overall, Physical/Common-sense Consistency is rated 1/5.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical/Common-sense Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.1640625,
+                    "TA": 1.0078125,
+                    "MQ": 1.0234375,
+                    "Overall": 3.1875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes a cosmic destruction scene involving Earth and a rogue planet, including a slow pan, a collision sequence, and dramatic energy effects.\n\nLooking at the frames:\n\nVisual Quality Analysis:\nThe frames present abstract, highly distorted imagery with heavy pixelation and digital artifacts. The visuals are dominated by glitchy patterns, chromatic aberrations, and noise-like textures. While some color variation exists (blues, whites, hints of other hues), the overall image quality remains severely degraded and largely unintelligible. The content does not resemble recognizable objects or scenes, and the distortions appear intentional rather than accidental. Overall, Visual Quality is rated 1/5.\n\nText-to-Video Alignment Analysis:\nThe prompt calls for a cinematic depiction of Earth and a rogue planet, a slow pan, a collision sequence, and specific atmospheric effects. The frames instead show abstract digital artifacts with no identifiable celestial bodies, no clear camera movement, and no discernible collision or energy events. The alignment with the requested narrative is effectively absent. Overall, Text-to-Video Alignment is rated 1/5.\n\nPhysical/Common-sense Consistency:\nThe imagery is so heavily distorted that meaningful physical interpretation is not possible. There are no recognizable planetary features, no plausible motion, and no coherent physical interactions. The result reflects a complete breakdown of physical realism and common-sense expectations. Overall, Physical/Common-sense Consistency is rated 1/5.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical/Common-sense Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "It's an extreme wide shot, the camera panning slowly and ominously across the silent void of deep space, focusing on the impending collision of two celestial bodies. On the left, the vibrant blue marble of Earth hangs in lifelike detail, its oceans a deep sapphire, its continents a patchwork of greens and browns, all obscured by delicate, swirling white clouds and enveloped in a thin, glowing atmospheric halo. Approaching from the right is a massive, barren rogue planet, its surface a rust-colored rock and dark, pockmarked craters, emitting a faint, sickly purple glow from the depths of ancient antiquity. As the two planets inexorably approach, the moment of collision is silent yet catastrophic; the rogue planet's crust first makes contact with Earth's atmosphere, which ripples and ignites in a bright, expanding ring of superheated gas. Immediately afterwards, Earth's surface begins to crack from the point of impact, a spiderweb of fiery orange energy spreading across the continents and oceans as fast as lightning. This culminated in an outward eruption of dazzling, all-consuming flashes of cataclysmic energy of white and yellow, instantly overwhelmed the frame and flung chunks of planetary debris into the cold vacuum, conveying a terrifying and awe-inspiring atmosphere of cosmic destruction on an unimaginable scale.",
+        "seed": 2425,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_1/index_9021_seed_2425_dp_2_rank_4_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.3671875,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0625,
+        "video_score2_overall": 3.4375,
+        "avg": 3.4375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "It's an extreme wide shot, the camera panning slowly and ominously across the silent void of deep space, focusing on the impending collision of two celestial bodies. On the left, the vibrant blue marble of Earth hangs in lifelike detail, its oceans a deep sapphire, its continents a patchwork of greens and browns, all obscured by delicate, swirling white clouds and enveloped in a thin, glowing atmospheric halo. Approaching from the right is a massive, barren rogue planet, its surface a rust-colored rock and dark, pockmarked craters, emitting a faint, sickly purple glow from the depths of ancient antiquity. As the two planets inexorably approach, the moment of collision is silent yet catastrophic; the rogue planet's crust first makes contact with Earth's atmosphere, which ripples and ignites in a bright, expanding ring of superheated gas. Immediately afterwards, Earth's surface begins to crack from the point of impact, a spiderweb of fiery orange energy spreading across the continents and oceans as fast as lightning. This culminated in an outward eruption of dazzling, all-consuming flashes of cataclysmic energy of white and yellow, instantly overwhelmed the frame and flung chunks of planetary debris into the cold vacuum, conveying a terrifying and awe-inspiring atmosphere of cosmic destruction on an unimaginable scale.",
+                "token_credit_reward": 3.4375,
+                "selected_reward": 3.4375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes a cosmic destruction scene involving Earth and a rogue planet, including a slow pan across deep space, a collision sequence, and dramatic energy effects.\n\nLooking at the frames:\n\nVisual Quality Analysis:\nThe frames show a heavily pixelated, grid-like pattern with blue tones and some color variation. The image quality is severely degraded with pronounced digital artifacts and a strong grid overlay that dominates the scene. The resolution is very low, and there is noticeable noise and compression artifacts. Overall clarity is poor, making it difficult to discern meaningful content or objects. The visuals do not present a coherent scene, and the heavy distortion prevents reliable interpretation of any details.\n\nText-to-Video Alignment Analysis:\nThe prompt calls for a cinematic depiction of Earth and a rogue planet colliding, with a slow pan across deep space, detailed atmospheric effects, and a sequence of dramatic energy events. In the frames, there is no recognizable Earth or rogue planet, no clear collision, and no convincing space setting. The imagery is dominated by abstract digital patterns rather than the described celestial event, resulting in essentially no alignment with the prompt.\n\nPhysical/Common-sense Consistency:\nGiven the severe degradation, there is no basis to assess realistic physics or common-sense behavior. The frames do not convey plausible planetary motion, atmospheric interactions, or energy dynamics, and the overall presentation lacks any coherent physical narrative.\n\nOverall assessment:\nThe video fails to deliver the intended cosmic destruction scenario. Visual quality is extremely poor due to heavy pixelation and artifacts, text-to-video alignment is effectively non-existent, and physical/common-sense consistency cannot be established. The result is a largely incomprehensible and non-functional representation relative to the prompt.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.3671875,
+                    "TA": 1.0078125,
+                    "MQ": 1.0625,
+                    "Overall": 3.4375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes a cosmic destruction scene involving Earth and a rogue planet, including a slow pan across deep space, a collision sequence, and dramatic energy effects.\n\nLooking at the frames:\n\nVisual Quality Analysis:\nThe frames show a heavily pixelated, grid-like pattern with blue tones and some color variation. The image quality is severely degraded with pronounced digital artifacts and a strong grid overlay that dominates the scene. The resolution is very low, and there is noticeable noise and compression artifacts. Overall clarity is poor, making it difficult to discern meaningful content or objects. The visuals do not present a coherent scene, and the heavy distortion prevents reliable interpretation of any details.\n\nText-to-Video Alignment Analysis:\nThe prompt calls for a cinematic depiction of Earth and a rogue planet colliding, with a slow pan across deep space, detailed atmospheric effects, and a sequence of dramatic energy events. In the frames, there is no recognizable Earth or rogue planet, no clear collision, and no convincing space setting. The imagery is dominated by abstract digital patterns rather than the described celestial event, resulting in essentially no alignment with the prompt.\n\nPhysical/Common-sense Consistency:\nGiven the severe degradation, there is no basis to assess realistic physics or common-sense behavior. The frames do not convey plausible planetary motion, atmospheric interactions, or energy dynamics, and the overall presentation lacks any coherent physical narrative.\n\nOverall assessment:\nThe video fails to deliver the intended cosmic destruction scenario. Visual quality is extremely poor due to heavy pixelation and artifacts, text-to-video alignment is effectively non-existent, and physical/common-sense consistency cannot be established. The result is a largely incomprehensible and non-functional representation relative to the prompt.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "It's an extreme wide shot, the camera panning slowly and ominously across the silent void of deep space, focusing on the impending collision of two celestial bodies. On the left, the vibrant blue marble of Earth hangs in lifelike detail, its oceans a deep sapphire, its continents a patchwork of greens and browns, all obscured by delicate, swirling white clouds and enveloped in a thin, glowing atmospheric halo. Approaching from the right is a massive, barren rogue planet, its surface a rust-colored rock and dark, pockmarked craters, emitting a faint, sickly purple glow from the depths of ancient antiquity. As the two planets inexorably approach, the moment of collision is silent yet catastrophic; the rogue planet's crust first makes contact with Earth's atmosphere, which ripples and ignites in a bright, expanding ring of superheated gas. Immediately afterwards, Earth's surface begins to crack from the point of impact, a spiderweb of fiery orange energy spreading across the continents and oceans as fast as lightning. This culminated in an outward eruption of dazzling, all-consuming flashes of cataclysmic energy of white and yellow, instantly overwhelmed the frame and flung chunks of planetary debris into the cold vacuum, conveying a terrifying and awe-inspiring atmosphere of cosmic destruction on an unimaginable scale.",
+        "seed": 2426,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_1/index_9021_seed_2426_dp_3_rank_6_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.5,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.046875,
+        "video_score2_overall": 3.546875,
+        "avg": 3.5546875,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "It's an extreme wide shot, the camera panning slowly and ominously across the silent void of deep space, focusing on the impending collision of two celestial bodies. On the left, the vibrant blue marble of Earth hangs in lifelike detail, its oceans a deep sapphire, its continents a patchwork of greens and browns, all obscured by delicate, swirling white clouds and enveloped in a thin, glowing atmospheric halo. Approaching from the right is a massive, barren rogue planet, its surface a rust-colored rock and dark, pockmarked craters, emitting a faint, sickly purple glow from the depths of ancient antiquity. As the two planets inexorably approach, the moment of collision is silent yet catastrophic; the rogue planet's crust first makes contact with Earth's atmosphere, which ripples and ignites in a bright, expanding ring of superheated gas. Immediately afterwards, Earth's surface begins to crack from the point of impact, a spiderweb of fiery orange energy spreading across the continents and oceans as fast as lightning. This culminated in an outward eruption of dazzling, all-consuming flashes of cataclysmic energy of white and yellow, instantly overwhelmed the frame and flung chunks of planetary debris into the cold vacuum, conveying a terrifying and awe-inspiring atmosphere of cosmic destruction on an unimaginable scale.",
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes a cosmic destruction scene involving Earth and a rogue planet, including a slow pan across deep space, a collision sequence, and dramatic energy effects.\n\nLooking at the frames:\n\nVisual Quality Analysis:\nThe frames present a heavily distorted, abstract image with grid-like patterns and color distortions. The image quality is severely compromised by artifacts that obscure recognizable content. While some color hints (blue/teal, pink/purple) exist, they do not form coherent objects or scenes. The overall clarity is poor and the content remains largely uninterpretable due to distortions. The sequence appears static rather than showing meaningful motion, and there is no discernible subject or composition that would convey a clear visual narrative.\n\nText-to-Video Alignment Analysis:\nThe prompt describes a detailed cosmic event with Earth, a rogue planet, a collision sequence, and specific energy effects. The frames do not depict any of these elements clearly; instead they show abstract, artifact-ridden imagery with no identifiable planets, collisions, or energy bursts. There is no evidence of the described camera movement or narrative progression, resulting in essentially no alignment with the prompt.\n\nPhysical/Common-sense Consistency:\nBecause the visuals are so degraded and abstract, there is no basis to assess physical plausibility or common-sense behavior. The content does not present any coherent physical interactions or dynamics, making it impossible to evaluate consistency with real-world physics or expected cosmic phenomena.\n\nOverall assessment:\nThe video fails to deliver the intended cosmic destruction narrative. Visual quality is severely compromised by artifacts, and the content bears almost no relation to the described prompt. The result is a technically flawed production that cannot communicate the intended dramatic sequence.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.5,
+                    "TA": 1.0078125,
+                    "MQ": 1.046875,
+                    "Overall": 3.546875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes a cosmic destruction scene involving Earth and a rogue planet, including a slow pan across deep space, a collision sequence, and dramatic energy effects.\n\nLooking at the frames:\n\nVisual Quality Analysis:\nThe frames present a heavily distorted, abstract image with grid-like patterns and color distortions. The image quality is severely compromised by artifacts that obscure recognizable content. While some color hints (blue/teal, pink/purple) exist, they do not form coherent objects or scenes. The overall clarity is poor and the content remains largely uninterpretable due to distortions. The sequence appears static rather than showing meaningful motion, and there is no discernible subject or composition that would convey a clear visual narrative.\n\nText-to-Video Alignment Analysis:\nThe prompt describes a detailed cosmic event with Earth, a rogue planet, a collision sequence, and specific energy effects. The frames do not depict any of these elements clearly; instead they show abstract, artifact-ridden imagery with no identifiable planets, collisions, or energy bursts. There is no evidence of the described camera movement or narrative progression, resulting in essentially no alignment with the prompt.\n\nPhysical/Common-sense Consistency:\nBecause the visuals are so degraded and abstract, there is no basis to assess physical plausibility or common-sense behavior. The content does not present any coherent physical interactions or dynamics, making it impossible to evaluate consistency with real-world physics or expected cosmic phenomena.\n\nOverall assessment:\nThe video fails to deliver the intended cosmic destruction narrative. Visual quality is severely compromised by artifacts, and the content bears almost no relation to the described prompt. The result is a technically flawed production that cannot communicate the intended dramatic sequence.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
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+                ],
+                "credit_map_shape": [
+                    3,
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+                "top_frames": [
+                    1,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes a cosmic destruction scene involving Earth and a rogue planet, including a slow pan, a collision sequence, and dramatic energy effects.\n\nLooking at the frames:\n\nVisual Quality Analysis:\nThe frames present a heavily stylized, abstract rendering dominated by a dotted/pixelated pattern. The visuals are intentionally low-fidelity and digital, with pronounced artifacts and noise that obscure recognizable content. While there is some internal consistency in the pixel-art style, the overall image quality remains poor due to the heavy distortion and lack of clear subject definition. The result is not a faithful or coherent depiction of the described cosmic event.\n\nText-to-Video Alignment Analysis:\nThere is a complete mismatch with the prompt. The frames do not show Earth, a rogue planet, a space setting, a collision sequence, or any of the specified dramatic energy events. Instead, they feature an abstract, artifact-driven composition that bears no meaningful relation to the requested scenario. The alignment score should be 1.\n\nPhysical/Common-sense Consistency:\nThe abstract, glitchy visuals prevent any credible physical interpretation. There is no plausible depiction of celestial bodies, their interactions, or the expected physical dynamics (gravity, impact, energy dispersion). The content lacks any semblance of real-world physics or common-sense behavior, resulting in a score of 1.\n\nground-truth of Dim-1: 'Visual Quality':\n1\n\nground-truth of Dim-2: 'Text-to-Video Alignment':\n1\n\nground-truth of Dim-3: 'Physical Consistency' (also referred to as Common-sense Consistency):\n1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.390625,
+                    "TA": 1.0078125,
+                    "MQ": 1.0390625,
+                    "Overall": 3.4375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes a cosmic destruction scene involving Earth and a rogue planet, including a slow pan, a collision sequence, and dramatic energy effects.\n\nLooking at the frames:\n\nVisual Quality Analysis:\nThe frames present a heavily stylized, abstract rendering dominated by a dotted/pixelated pattern. The visuals are intentionally low-fidelity and digital, with pronounced artifacts and noise that obscure recognizable content. While there is some internal consistency in the pixel-art style, the overall image quality remains poor due to the heavy distortion and lack of clear subject definition. The result is not a faithful or coherent depiction of the described cosmic event.\n\nText-to-Video Alignment Analysis:\nThere is a complete mismatch with the prompt. The frames do not show Earth, a rogue planet, a space setting, a collision sequence, or any of the specified dramatic energy events. Instead, they feature an abstract, artifact-driven composition that bears no meaningful relation to the requested scenario. The alignment score should be 1.\n\nPhysical/Common-sense Consistency:\nThe abstract, glitchy visuals prevent any credible physical interpretation. There is no plausible depiction of celestial bodies, their interactions, or the expected physical dynamics (gravity, impact, energy dispersion). The content lacks any semblance of real-world physics or common-sense behavior, resulting in a score of 1.\n\nground-truth of Dim-1: 'Visual Quality':\n1\n\nground-truth of Dim-2: 'Text-to-Video Alignment':\n1\n\nground-truth of Dim-3: 'Physical Consistency' (also referred to as Common-sense Consistency):\n1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_10/index_tensor([7591, 7591])_group_10_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_10/index_tensor([7591, 7591])_group_10_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..eb377071453d93ea1ddc4760e9cb0bd493f1b46d
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_10/index_tensor([7591, 7591])_group_10_rewards.json	
@@ -0,0 +1,10210 @@
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+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_10/index_7591_seed_5626_dp_20_rank_40_sample_0_slot_0.mp4",
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic mythic scene featuring a powerful overhead shot, a descent of a golden cudgel from a dark, cloud-filled sky, a collision with a granite mountain, and a chaotic collapse with angular fragments and dust. The video, however, does not realize these elements; the content is dominated by abstract geometric patterns and color distortions rather than the described narrative.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The imagery consists of distorted, noisy patterns with heavy artifacts and color bleeding. There is no clear subject or scene structure, and the overall presentation lacks coherence. The result is effectively unusable for conveying any meaningful visual information, indicating a very poor level of visual quality.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the video. The abstract visuals bear no recognizable resemblance to the described mythic sequence (cudgel, descent, collision, fragmentation). The content fails to capture the intended narrative or imagery, resulting in near-total misalignment.\n\nPhysical/Common-sense Consistency:\nThe abstract content provides no plausible physical progression or causal relationships. Without identifiable objects or actions, there is no basis to assess physical realism or common-sense behavior. The result reflects a complete breakdown of coherent physical interpretation.\n\nOverall assessment:\nAll three dimensions are at the lowest level, reflecting a total failure to meet the requested criteria.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.4140625,
+                    "TA": 1.0078125,
+                    "MQ": 1.09375,
+                    "Overall": 3.515625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic mythic scene featuring a powerful overhead shot, a descent of a golden cudgel from a dark, cloud-filled sky, a collision with a granite mountain, and a chaotic collapse with angular fragments and dust. The video, however, does not realize these elements; the content is dominated by abstract geometric patterns and color distortions rather than the described narrative.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The imagery consists of distorted, noisy patterns with heavy artifacts and color bleeding. There is no clear subject or scene structure, and the overall presentation lacks coherence. The result is effectively unusable for conveying any meaningful visual information, indicating a very poor level of visual quality.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the video. The abstract visuals bear no recognizable resemblance to the described mythic sequence (cudgel, descent, collision, fragmentation). The content fails to capture the intended narrative or imagery, resulting in near-total misalignment.\n\nPhysical/Common-sense Consistency:\nThe abstract content provides no plausible physical progression or causal relationships. Without identifiable objects or actions, there is no basis to assess physical realism or common-sense behavior. The result reflects a complete breakdown of coherent physical interpretation.\n\nOverall assessment:\nAll three dimensions are at the lowest level, reflecting a total failure to meet the requested criteria.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "powerful overhead shot, the camera shooting upward from a low angle and slowly zooming out to reveal a panoramic view. An immense, dazzling golden cudgel, its shaft engraved with intricate ancient runes, descends from a dark, cloud-filled sky with the force of a thunderbolt, rending the air. The surrounding space distorts subtly from the immense power it wields, and the blazing energy radiates a golden hue against the swirling, inky clouds. Its target is a towering mountain of dark gray granite, steep and cratered with age-worn gullies. The moment the cudgel makes contact with the mountain's summit, the camera shakes violently as a devastating golden shockwave erupts, instantly piercing the mountain's core. Then, as if detonated from within by an invisible force, the entire mountain collapses. Countless angular fragments of varying sizes are violently hurled skyward, mingling with the gray dust that obscures the sky, creating a chaotic, apocalyptic scene. The entire picture is filled with epic beauty of destruction and unrivaled power amidst the violent interweaving of golden light and shadow, creating a grand atmosphere of the advent of myth.",
+        "seed": 5627,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_10/index_7591_seed_5627_dp_20_rank_40_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.296875,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0390625,
+        "video_score2_overall": 3.34375,
+        "avg": 3.34375,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "powerful overhead shot, the camera shooting upward from a low angle and slowly zooming out to reveal a panoramic view. An immense, dazzling golden cudgel, its shaft engraved with intricate ancient runes, descends from a dark, cloud-filled sky with the force of a thunderbolt, rending the air. The surrounding space distorts subtly from the immense power it wields, and the blazing energy radiates a golden hue against the swirling, inky clouds. Its target is a towering mountain of dark gray granite, steep and cratered with age-worn gullies. The moment the cudgel makes contact with the mountain's summit, the camera shakes violently as a devastating golden shockwave erupts, instantly piercing the mountain's core. Then, as if detonated from within by an invisible force, the entire mountain collapses. Countless angular fragments of varying sizes are violently hurled skyward, mingling with the gray dust that obscures the sky, creating a chaotic, apocalyptic scene. The entire picture is filled with epic beauty of destruction and unrivaled power amidst the violent interweaving of golden light and shadow, creating a grand atmosphere of the advent of myth.",
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A powerful overhead shot from a low angle, slowly zooming out to reveal a panoramic view\n- An immense, dazzling golden cudgel descending from a dark, cloud-filled sky with force of a thunderbolt\n- The cudgel rends the air, surrounding space distorts, and blazing energy radiates golden hue against swirling inky clouds\n- Target is a towering mountain of dark gray granite, steep and cratered with age-worn gullies\n- Moment the cudgel makes contact with the mountain's summit, camera shakes violently as a devastating golden shockwave erupts\n- Entire mountain collapses, countless angular fragments of varying sizes are violently hurled skyward\n- Gray dust obscures the sky, creating chaotic, apocalyptic scene\n- Epic beauty of destruction and unrivaled power with golden light and shadow\n- Grand atmosphere of the advent of myth\n\nNow let me examine the frames:\n\nThe frames show abstract, distorted imagery with heavy digital artifacts. There are circular patterns with radiating lines, some color bleeding and digital noise, and overall a very glitchy, corrupted appearance. The visuals are dominated by distortions and interference-like effects rather than any clear subject or scene.\n\nVisual Quality Analysis:\nThe video exhibits extremely poor visual quality. The frames are heavily corrupted with digital artifacts, distortions, and glitch effects that obscure any meaningful content. There is no discernible subject, scene, or coherent imagery; the output reads as technical noise rather than a credible visual sequence. This aligns with a Visual Quality score of 1.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the generated content. The requested elements (golden cudgel, dramatic descent, mountain impact, shockwave, debris, and mythic atmosphere) are not present in recognizable form. The video consists of abstract artifacts with no narrative or semantic connection to the prompt, resulting in a Text-to-Video Alignment score of 1.\n\nPhysical/Common-sense Consistency:\nThe content shows no plausible physical behavior or common-sense dynamics. The distortions do not correspond to any real-world physics, and there is no coherent interaction among objects. The result reflects a complete breakdown of physical realism, consistent with a Physical/Common-sense Consistency score of 1.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical/Common-sense Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.296875,
+                    "TA": 1.0078125,
+                    "MQ": 1.0390625,
+                    "Overall": 3.34375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A powerful overhead shot from a low angle, slowly zooming out to reveal a panoramic view\n- An immense, dazzling golden cudgel descending from a dark, cloud-filled sky with force of a thunderbolt\n- The cudgel rends the air, surrounding space distorts, and blazing energy radiates golden hue against swirling inky clouds\n- Target is a towering mountain of dark gray granite, steep and cratered with age-worn gullies\n- Moment the cudgel makes contact with the mountain's summit, camera shakes violently as a devastating golden shockwave erupts\n- Entire mountain collapses, countless angular fragments of varying sizes are violently hurled skyward\n- Gray dust obscures the sky, creating chaotic, apocalyptic scene\n- Epic beauty of destruction and unrivaled power with golden light and shadow\n- Grand atmosphere of the advent of myth\n\nNow let me examine the frames:\n\nThe frames show abstract, distorted imagery with heavy digital artifacts. There are circular patterns with radiating lines, some color bleeding and digital noise, and overall a very glitchy, corrupted appearance. The visuals are dominated by distortions and interference-like effects rather than any clear subject or scene.\n\nVisual Quality Analysis:\nThe video exhibits extremely poor visual quality. The frames are heavily corrupted with digital artifacts, distortions, and glitch effects that obscure any meaningful content. There is no discernible subject, scene, or coherent imagery; the output reads as technical noise rather than a credible visual sequence. This aligns with a Visual Quality score of 1.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the generated content. The requested elements (golden cudgel, dramatic descent, mountain impact, shockwave, debris, and mythic atmosphere) are not present in recognizable form. The video consists of abstract artifacts with no narrative or semantic connection to the prompt, resulting in a Text-to-Video Alignment score of 1.\n\nPhysical/Common-sense Consistency:\nThe content shows no plausible physical behavior or common-sense dynamics. The distortions do not correspond to any real-world physics, and there is no coherent interaction among objects. The result reflects a complete breakdown of physical realism, consistent with a Physical/Common-sense Consistency score of 1.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical/Common-sense Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
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+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_10/index_7591_seed_5628_dp_21_rank_42_sample_2_slot_0.mp4",
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+                "credit_map_shape": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic mythic scene featuring a powerful golden cudgel descending from a dark, cloud-filled sky with a thunderous impact on a granite mountain, followed by a collapse and debris, culminating in an apocalyptic atmosphere. The video, however, does not realize these elements; the content is dominated by abstract, noisy imagery rather than the described sequence or characters.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded: extreme pixelation, heavy compression artifacts, and pervasive noise obscure details. The imagery lacks clarity and definable forms, making it impossible to discern objects or actions. Transitions between frames appear unstable, contributing to a chaotic viewing experience. Overall, the video presents a near-minimal level of visual information and fails to convey recognizable content.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not depict the described elements (cudgel, descent, impact, mountain, debris, or the intended atmosphere). Instead, they show abstract patterns with no meaningful connection to the narrative, resulting in a complete mismatch between prompt and output.\n\nPhysical/Common-sense Consistency:\nWith no identifiable objects or actions, there is no basis to assess physical plausibility or common-sense behavior. The content cannot be interpreted as a coherent physical event, and any implied dynamics would be purely speculative given the lack of discernible content.\n\nGround-truth scores:\nDim-1 Visual Quality: 1\nDim-2 Text-to-Video Alignment: 1\nDim-3 Physical Consistency: 1\n</think>\n\n(1) visual quality - clarity, smoothness, artifacts: 1\n(2) text-to-video alignment - fidelity to the prompt: 1\n(3) physical/common-sense consistency - naturalness and physics plausibility: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.265625,
+                    "TA": 1.0078125,
+                    "MQ": 1.0390625,
+                    "Overall": 3.3125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic mythic scene featuring a powerful golden cudgel descending from a dark, cloud-filled sky with a thunderous impact on a granite mountain, followed by a collapse and debris, culminating in an apocalyptic atmosphere. The video, however, does not realize these elements; the content is dominated by abstract, noisy imagery rather than the described sequence or characters.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded: extreme pixelation, heavy compression artifacts, and pervasive noise obscure details. The imagery lacks clarity and definable forms, making it impossible to discern objects or actions. Transitions between frames appear unstable, contributing to a chaotic viewing experience. Overall, the video presents a near-minimal level of visual information and fails to convey recognizable content.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not depict the described elements (cudgel, descent, impact, mountain, debris, or the intended atmosphere). Instead, they show abstract patterns with no meaningful connection to the narrative, resulting in a complete mismatch between prompt and output.\n\nPhysical/Common-sense Consistency:\nWith no identifiable objects or actions, there is no basis to assess physical plausibility or common-sense behavior. The content cannot be interpreted as a coherent physical event, and any implied dynamics would be purely speculative given the lack of discernible content.\n\nGround-truth scores:\nDim-1 Visual Quality: 1\nDim-2 Text-to-Video Alignment: 1\nDim-3 Physical Consistency: 1\n</think>\n\n(1) visual quality - clarity, smoothness, artifacts: 1\n(2) text-to-video alignment - fidelity to the prompt: 1\n(3) physical/common-sense consistency - naturalness and physics plausibility: 1"
+        ]
+    },
+    {
+        "prompt": "powerful overhead shot, the camera shooting upward from a low angle and slowly zooming out to reveal a panoramic view. An immense, dazzling golden cudgel, its shaft engraved with intricate ancient runes, descends from a dark, cloud-filled sky with the force of a thunderbolt, rending the air. The surrounding space distorts subtly from the immense power it wields, and the blazing energy radiates a golden hue against the swirling, inky clouds. Its target is a towering mountain of dark gray granite, steep and cratered with age-worn gullies. The moment the cudgel makes contact with the mountain's summit, the camera shakes violently as a devastating golden shockwave erupts, instantly piercing the mountain's core. Then, as if detonated from within by an invisible force, the entire mountain collapses. Countless angular fragments of varying sizes are violently hurled skyward, mingling with the gray dust that obscures the sky, creating a chaotic, apocalyptic scene. The entire picture is filled with epic beauty of destruction and unrivaled power amidst the violent interweaving of golden light and shadow, creating a grand atmosphere of the advent of myth.",
+        "seed": 5629,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_10/index_7591_seed_5629_dp_21_rank_42_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.1171875,
+        "video_score2_ta": 1.0078125,
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
+                    0,
+                    1
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic mythic scene featuring a powerful golden cudgel descending from a dark, cloud-filled sky, striking a mountain with explosive force, generating a shockwave and debris, culminating in a chaotic, apocalyptic moment of destruction.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are severely degraded. The imagery is extremely pixelated and noisy, with heavy compression artifacts and pronounced digital noise. Details are indistinct, and color/contrast are inconsistent, resulting in a lack of clarity and definition. The overall presentation reads as corrupted or heavily compressed data rather than coherent visuals, making interpretation effectively impossible.\n\nText-to-Video Alignment Assessment:\nThere is essentially no alignment between the prompt and what is visible. The frames do not clearly depict the described elements (cudgel, descent, impact, shockwave, debris, or the mountain). The content appears as abstract, distorted patterns with no recognizable semantic structure, preventing any meaningful mapping to the narrative.\n\nPhysical/Common-sense Consistency:\nThe sequence does not exhibit plausible physical progression or causal relationships. The extreme corruption prevents any credible assessment of motion, interactions, or environmental response, rendering the scene inconsistent with basic physical expectations.\n\nOverall, the video fails across all three dimensions due to severe visual degradation and lack of coherent content.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.1171875,
+                    "TA": 1.0078125,
+                    "MQ": 1.0234375,
+                    "Overall": 3.15625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic mythic scene featuring a powerful golden cudgel descending from a dark, cloud-filled sky, striking a mountain with explosive force, generating a shockwave and debris, culminating in a chaotic, apocalyptic moment of destruction.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are severely degraded. The imagery is extremely pixelated and noisy, with heavy compression artifacts and pronounced digital noise. Details are indistinct, and color/contrast are inconsistent, resulting in a lack of clarity and definition. The overall presentation reads as corrupted or heavily compressed data rather than coherent visuals, making interpretation effectively impossible.\n\nText-to-Video Alignment Assessment:\nThere is essentially no alignment between the prompt and what is visible. The frames do not clearly depict the described elements (cudgel, descent, impact, shockwave, debris, or the mountain). The content appears as abstract, distorted patterns with no recognizable semantic structure, preventing any meaningful mapping to the narrative.\n\nPhysical/Common-sense Consistency:\nThe sequence does not exhibit plausible physical progression or causal relationships. The extreme corruption prevents any credible assessment of motion, interactions, or environmental response, rendering the scene inconsistent with basic physical expectations.\n\nOverall, the video fails across all three dimensions due to severe visual degradation and lack of coherent content.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_11/index_tensor([1991, 1991])_group_11_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_11/index_tensor([1991, 1991])_group_11_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..30b653754529e55588de3efd837aba9e52a81194
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_11/index_tensor([1991, 1991])_group_11_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "high-angle, overhead shot then tilted downward, capturing a warlord clad in tattered armor tumbling uncontrollably down a steep, muddy slope. His dull metal plate was covered in deep sword marks and dents. One shoulder armor had broken off, revealing ripped crimson mail and mud-stained linen lining beneath. With each tumble, the tattered armor scraped violently against the stones and broken weapons on the ground, sending up scattered sparks. The splashing mud further smeared his tousled black hair and resolute face. He squeezed his eyes shut, his teeth clenched, enduring the brutal impact. The entire battlefield was shrouded in a diffuse cold light under a gloomy sky. A cold drizzle mixed with the smoke of distant battles. Broken arrows and shattered flags were scattered on the slope. His body finally stopped abruptly at the bottom of the slope, motionless in the mud, creating an epic and heartbreaking atmosphere of defeat and struggle.",
+        "seed": 32290,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_11/index_1991_seed_32290_dp_22_rank_44_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.3203125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0546875,
+        "video_score2_overall": 3.375,
+        "avg": 3.3828125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "high-angle, overhead shot then tilted downward, capturing a warlord clad in tattered armor tumbling uncontrollably down a steep, muddy slope. His dull metal plate was covered in deep sword marks and dents. One shoulder armor had broken off, revealing ripped crimson mail and mud-stained linen lining beneath. With each tumble, the tattered armor scraped violently against the stones and broken weapons on the ground, sending up scattered sparks. The splashing mud further smeared his tousled black hair and resolute face. He squeezed his eyes shut, his teeth clenched, enduring the brutal impact. The entire battlefield was shrouded in a diffuse cold light under a gloomy sky. A cold drizzle mixed with the smoke of distant battles. Broken arrows and shattered flags were scattered on the slope. His body finally stopped abruptly at the bottom of the slope, motionless in the mud, creating an epic and heartbreaking atmosphere of defeat and struggle.",
+                "token_credit_reward": 3.375,
+                "selected_reward": 3.375,
+                "frame_importance": [
+                    0.20729438960552216,
+                    0.5171606540679932,
+                    0.2755449116230011
+                ],
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- High-angle, overhead shot then tilted downward\n- Warlord clad in tattered armor tumbling uncontrollably down a steep, muddy slope\n- Deep sword marks and dents on dull metal plates\n- One shoulder armor broken off, revealing ripped crimson mail and mud-stained linen lining beneath\n- Tumbled armor scraping violently against stones and broken weapons on the ground\n- Scattered sparks, splashing mud, smeared tousled black hair, resolute face\n- Squeezed eyes shut, teeth clenched, enduring brutal impact\n- Battlefield shrouded in diffuse cold light under gloomy sky\n- Cold drizzle mixed with smoke of distant battles\n- Broken arrows and shattered flags scattered on the slope\n- Body finally stopping abruptly at bottom of slope, motionless in mud\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation and heavy compression artifacts that obscure details, making it impossible to discern the intended content. The imagery reads as abstract noise rather than a coherent scene, with no clear subject or action. This results in a very low visual quality assessment (score 1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the video content. The prompt describes a detailed, cinematic sequence with a clearly identifiable warlord, specific armor details, and a battlefield setting, none of which are observable in the frames. The content appears as generic digital noise with no recognizable elements matching the description, indicating a complete failure to translate the textual prompt into a visual narrative (score 1).\n\nPhysical/Common-sense Consistency:\nWith no discernible objects, actions, or spatial relationships, there is no basis to assess physical realism or common-sense coherence. The frames do not convey any plausible physical interactions or dynamics, resulting in a minimal score (score 1).\n\nGround-truth scores:\nDim-1 Visual Quality: 1\nDim-2 Text-to-Video Alignment: 1\nDim-3 Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.3203125,
+                    "TA": 1.0078125,
+                    "MQ": 1.0546875,
+                    "Overall": 3.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- High-angle, overhead shot then tilted downward\n- Warlord clad in tattered armor tumbling uncontrollably down a steep, muddy slope\n- Deep sword marks and dents on dull metal plates\n- One shoulder armor broken off, revealing ripped crimson mail and mud-stained linen lining beneath\n- Tumbled armor scraping violently against stones and broken weapons on the ground\n- Scattered sparks, splashing mud, smeared tousled black hair, resolute face\n- Squeezed eyes shut, teeth clenched, enduring brutal impact\n- Battlefield shrouded in diffuse cold light under gloomy sky\n- Cold drizzle mixed with smoke of distant battles\n- Broken arrows and shattered flags scattered on the slope\n- Body finally stopping abruptly at bottom of slope, motionless in mud\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation and heavy compression artifacts that obscure details, making it impossible to discern the intended content. The imagery reads as abstract noise rather than a coherent scene, with no clear subject or action. This results in a very low visual quality assessment (score 1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the video content. The prompt describes a detailed, cinematic sequence with a clearly identifiable warlord, specific armor details, and a battlefield setting, none of which are observable in the frames. The content appears as generic digital noise with no recognizable elements matching the description, indicating a complete failure to translate the textual prompt into a visual narrative (score 1).\n\nPhysical/Common-sense Consistency:\nWith no discernible objects, actions, or spatial relationships, there is no basis to assess physical realism or common-sense coherence. The frames do not convey any plausible physical interactions or dynamics, resulting in a minimal score (score 1).\n\nGround-truth scores:\nDim-1 Visual Quality: 1\nDim-2 Text-to-Video Alignment: 1\nDim-3 Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "high-angle, overhead shot then tilted downward, capturing a warlord clad in tattered armor tumbling uncontrollably down a steep, muddy slope. His dull metal plate was covered in deep sword marks and dents. One shoulder armor had broken off, revealing ripped crimson mail and mud-stained linen lining beneath. With each tumble, the tattered armor scraped violently against the stones and broken weapons on the ground, sending up scattered sparks. The splashing mud further smeared his tousled black hair and resolute face. He squeezed his eyes shut, his teeth clenched, enduring the brutal impact. The entire battlefield was shrouded in a diffuse cold light under a gloomy sky. A cold drizzle mixed with the smoke of distant battles. Broken arrows and shattered flags were scattered on the slope. His body finally stopped abruptly at the bottom of the slope, motionless in the mud, creating an epic and heartbreaking atmosphere of defeat and struggle.",
+        "seed": 32291,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_11/index_1991_seed_32291_dp_22_rank_44_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.78125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.1328125,
+        "video_score2_overall": 3.90625,
+        "avg": 3.921875,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "high-angle, overhead shot then tilted downward, capturing a warlord clad in tattered armor tumbling uncontrollably down a steep, muddy slope. His dull metal plate was covered in deep sword marks and dents. One shoulder armor had broken off, revealing ripped crimson mail and mud-stained linen lining beneath. With each tumble, the tattered armor scraped violently against the stones and broken weapons on the ground, sending up scattered sparks. The splashing mud further smeared his tousled black hair and resolute face. He squeezed his eyes shut, his teeth clenched, enduring the brutal impact. The entire battlefield was shrouded in a diffuse cold light under a gloomy sky. A cold drizzle mixed with the smoke of distant battles. Broken arrows and shattered flags were scattered on the slope. His body finally stopped abruptly at the bottom of the slope, motionless in the mud, creating an epic and heartbreaking atmosphere of defeat and struggle.",
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a high-angle, overhead shot that tilts downward, capturing a warlord clad in tattered armor tumbling down a steep, muddy slope. It specifies detailed elements such as deep sword marks and dents on the armor, one shoulder armor breaking off, ripped crimson mail and mud-stained linen lining, the armor screeching against stones and broken weapons, sparks flying, mud splashing, tousled black hair, a resolute face, eyes closed, teeth clenched, and a battlefield shrouded in diffuse cold light under a gloomy sky with broken arrows and shattered flags scattered on the slope, culminating in the body stopping abruptly at the bottom of the slope.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy stylization and artifacts. The imagery shows a metallic grid or fence pattern overlaying the scene, with pronounced blue/teal color grading and strong contrast. The resolution is low and there is noticeable pixelation, with distortions that obscure details. The overall presentation reads as intentionally abstract rather than photorealistic, resulting in a very poor level of visual clarity.\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and what is depicted. The frames do not clearly depict a warlord, a battlefield, or the described dynamic sequence. Instead, the content centers on a static, abstracted surface with overlays and artifacts, lacking any coherent action or character depiction. The alignment to the prompt is effectively non-existent.\n\nPhysical/Common-sense Consistency:\nThe imagery does not support plausible physical interaction or common-sense expectations. The heavy stylization and distortions prevent any credible depiction of motion, gravity, or material behavior, making it impossible to infer consistent physical dynamics from the frames.\n\nOverall assessment:\nAll three dimensions reflect severe deficiencies in meeting the requested scenario, with no convincing alignment to the prompt and minimal physical plausibility.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.78125,
+                    "TA": 1.0078125,
+                    "MQ": 1.1328125,
+                    "Overall": 3.90625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a high-angle, overhead shot that tilts downward, capturing a warlord clad in tattered armor tumbling down a steep, muddy slope. It specifies detailed elements such as deep sword marks and dents on the armor, one shoulder armor breaking off, ripped crimson mail and mud-stained linen lining, the armor screeching against stones and broken weapons, sparks flying, mud splashing, tousled black hair, a resolute face, eyes closed, teeth clenched, and a battlefield shrouded in diffuse cold light under a gloomy sky with broken arrows and shattered flags scattered on the slope, culminating in the body stopping abruptly at the bottom of the slope.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy stylization and artifacts. The imagery shows a metallic grid or fence pattern overlaying the scene, with pronounced blue/teal color grading and strong contrast. The resolution is low and there is noticeable pixelation, with distortions that obscure details. The overall presentation reads as intentionally abstract rather than photorealistic, resulting in a very poor level of visual clarity.\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and what is depicted. The frames do not clearly depict a warlord, a battlefield, or the described dynamic sequence. Instead, the content centers on a static, abstracted surface with overlays and artifacts, lacking any coherent action or character depiction. The alignment to the prompt is effectively non-existent.\n\nPhysical/Common-sense Consistency:\nThe imagery does not support plausible physical interaction or common-sense expectations. The heavy stylization and distortions prevent any credible depiction of motion, gravity, or material behavior, making it impossible to infer consistent physical dynamics from the frames.\n\nOverall assessment:\nAll three dimensions reflect severe deficiencies in meeting the requested scenario, with no convincing alignment to the prompt and minimal physical plausibility.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "high-angle, overhead shot then tilted downward, capturing a warlord clad in tattered armor tumbling uncontrollably down a steep, muddy slope. His dull metal plate was covered in deep sword marks and dents. One shoulder armor had broken off, revealing ripped crimson mail and mud-stained linen lining beneath. With each tumble, the tattered armor scraped violently against the stones and broken weapons on the ground, sending up scattered sparks. The splashing mud further smeared his tousled black hair and resolute face. He squeezed his eyes shut, his teeth clenched, enduring the brutal impact. The entire battlefield was shrouded in a diffuse cold light under a gloomy sky. A cold drizzle mixed with the smoke of distant battles. Broken arrows and shattered flags were scattered on the slope. His body finally stopped abruptly at the bottom of the slope, motionless in the mud, creating an epic and heartbreaking atmosphere of defeat and struggle.",
+        "seed": 32292,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_11/index_1991_seed_32292_dp_23_rank_46_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.390625,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.046875,
+        "video_score2_overall": 3.453125,
+        "avg": 3.4453125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "high-angle, overhead shot then tilted downward, capturing a warlord clad in tattered armor tumbling uncontrollably down a steep, muddy slope. His dull metal plate was covered in deep sword marks and dents. One shoulder armor had broken off, revealing ripped crimson mail and mud-stained linen lining beneath. With each tumble, the tattered armor scraped violently against the stones and broken weapons on the ground, sending up scattered sparks. The splashing mud further smeared his tousled black hair and resolute face. He squeezed his eyes shut, his teeth clenched, enduring the brutal impact. The entire battlefield was shrouded in a diffuse cold light under a gloomy sky. A cold drizzle mixed with the smoke of distant battles. Broken arrows and shattered flags were scattered on the slope. His body finally stopped abruptly at the bottom of the slope, motionless in the mud, creating an epic and heartbreaking atmosphere of defeat and struggle.",
+                "token_credit_reward": 3.453125,
+                "selected_reward": 3.453125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- High-angle, overhead shot then tilted downward\n- Warlord clad in tattered armor tumbling uncontrollably down a steep, muddy slope\n- Armor covered in deep sword marks and dents\n- One shoulder armor broken off, revealing ripped crimson mail and mud-stained linen lining beneath\n- Tumbled armor scraping violently against stones and broken weapons on the ground\n- Scattered sparks, splashing mud, smeared tousled black hair, resolute face\n- Squeezed eyes shut, teeth clenched, enduring brutal impact\n- Battlefield shrouded in diffuse cold light under gloomy sky\n- Cold drizzle mixed with smoke of distant battles\n- Broken arrows and shattered flags scattered on the slope\n- Body finally stopping abruptly at bottom of slope, motionless in mud\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extreme degradation that makes the content largely unreadable. The resolution is very low, with heavy pixelation and pervasive artifacts that obscure details. The imagery is dominated by distorted patterns and color noise, and the overall clarity is insufficient to identify objects or actions. While some rough shapes may be perceived, they do not convey recognizable content, resulting in a poor viewing experience.\n\nText-to-Video Alignment Analysis:\nGiven the severe distortion, there is no reliable correspondence between the prompt and the video. The frames do not clearly depict a warlord, a muddy slope, or the described sequence of actions. The alignment to the prompt is effectively non-existent.\n\nPhysical/Common-sense Consistency:\nThe extreme corruption prevents any meaningful assessment of physical realism or common-sense coherence. There are no discernible interactions or plausible dynamics to evaluate; the video fails to convey coherent physical behavior.\n\nOverall, the video demonstrates minimal visual information and essentially no alignment with the requested scene, rendering it effectively unusable for the intended purpose.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.390625,
+                    "TA": 1.0078125,
+                    "MQ": 1.046875,
+                    "Overall": 3.453125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- High-angle, overhead shot then tilted downward\n- Warlord clad in tattered armor tumbling uncontrollably down a steep, muddy slope\n- Armor covered in deep sword marks and dents\n- One shoulder armor broken off, revealing ripped crimson mail and mud-stained linen lining beneath\n- Tumbled armor scraping violently against stones and broken weapons on the ground\n- Scattered sparks, splashing mud, smeared tousled black hair, resolute face\n- Squeezed eyes shut, teeth clenched, enduring brutal impact\n- Battlefield shrouded in diffuse cold light under gloomy sky\n- Cold drizzle mixed with smoke of distant battles\n- Broken arrows and shattered flags scattered on the slope\n- Body finally stopping abruptly at bottom of slope, motionless in mud\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extreme degradation that makes the content largely unreadable. The resolution is very low, with heavy pixelation and pervasive artifacts that obscure details. The imagery is dominated by distorted patterns and color noise, and the overall clarity is insufficient to identify objects or actions. While some rough shapes may be perceived, they do not convey recognizable content, resulting in a poor viewing experience.\n\nText-to-Video Alignment Analysis:\nGiven the severe distortion, there is no reliable correspondence between the prompt and the video. The frames do not clearly depict a warlord, a muddy slope, or the described sequence of actions. The alignment to the prompt is effectively non-existent.\n\nPhysical/Common-sense Consistency:\nThe extreme corruption prevents any meaningful assessment of physical realism or common-sense coherence. There are no discernible interactions or plausible dynamics to evaluate; the video fails to convey coherent physical behavior.\n\nOverall, the video demonstrates minimal visual information and essentially no alignment with the requested scene, rendering it effectively unusable for the intended purpose.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "high-angle, overhead shot then tilted downward, capturing a warlord clad in tattered armor tumbling uncontrollably down a steep, muddy slope. His dull metal plate was covered in deep sword marks and dents. One shoulder armor had broken off, revealing ripped crimson mail and mud-stained linen lining beneath. With each tumble, the tattered armor scraped violently against the stones and broken weapons on the ground, sending up scattered sparks. The splashing mud further smeared his tousled black hair and resolute face. He squeezed his eyes shut, his teeth clenched, enduring the brutal impact. The entire battlefield was shrouded in a diffuse cold light under a gloomy sky. A cold drizzle mixed with the smoke of distant battles. Broken arrows and shattered flags were scattered on the slope. His body finally stopped abruptly at the bottom of the slope, motionless in the mud, creating an epic and heartbreaking atmosphere of defeat and struggle.",
+        "seed": 32293,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_11/index_1991_seed_32293_dp_23_rank_46_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.4296875,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0546875,
+        "video_score2_overall": 3.5,
+        "avg": 3.4921875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "high-angle, overhead shot then tilted downward, capturing a warlord clad in tattered armor tumbling uncontrollably down a steep, muddy slope. His dull metal plate was covered in deep sword marks and dents. One shoulder armor had broken off, revealing ripped crimson mail and mud-stained linen lining beneath. With each tumble, the tattered armor scraped violently against the stones and broken weapons on the ground, sending up scattered sparks. The splashing mud further smeared his tousled black hair and resolute face. He squeezed his eyes shut, his teeth clenched, enduring the brutal impact. The entire battlefield was shrouded in a diffuse cold light under a gloomy sky. A cold drizzle mixed with the smoke of distant battles. Broken arrows and shattered flags were scattered on the slope. His body finally stopped abruptly at the bottom of the slope, motionless in the mud, creating an epic and heartbreaking atmosphere of defeat and struggle.",
+                "token_credit_reward": 3.5,
+                "selected_reward": 3.5,
+                "frame_importance": [
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    0,
+                    2,
+                    1
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a high-angle, overhead shot of a warlord in tattered armor tumbling down a steep, muddy slope, with detailed visual elements like sword marks, broken shoulder armor, ripped crimson mail, etc. The video, however, does not realize these specifics; the content is dominated by abstract patterns rather than the described scene, resulting in a severe mismatch between prompt and output.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy distortion and abstract patterns that obscure any recognizable subject or action. The imagery is largely unintelligible, with pronounced artifacts and noise that prevent meaningful interpretation. While there is some frame-to-frame consistency, it does not compensate for the overall lack of clarity or coherence. Overall, Visual Quality is severely degraded (score 1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The video fails to depict the described warlord, armor details, battlefield setting, or dynamic action. Instead, the content centers on abstract, pattern-based visuals that do not convey the requested narrative or scene structure. This represents a complete failure to translate the textual description into a coherent visual sequence (score 1).\n\nPhysical/Common-sense Consistency:\nThe abstract visuals provide no plausible physical interaction or common-sense cues. There is no discernible motion, gravity, or object behavior consistent with the described scene, and the imagery contradicts basic expectations of how objects and bodies should move and respond in a battlefield context. The result is a total breakdown of physical and common-sense consistency (score 1).\n\nground-truth of Dim-1: 'Visual Quality':\n1\n\nground-truth of Dim-2: 'Text-to-Video Alignment':\n1\n\nground-truth of Dim-3: 'Physical Consistency' (also referred to as Common-sense Consistency):\n1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.4296875,
+                    "TA": 1.0078125,
+                    "MQ": 1.0546875,
+                    "Overall": 3.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a high-angle, overhead shot of a warlord in tattered armor tumbling down a steep, muddy slope, with detailed visual elements like sword marks, broken shoulder armor, ripped crimson mail, etc. The video, however, does not realize these specifics; the content is dominated by abstract patterns rather than the described scene, resulting in a severe mismatch between prompt and output.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy distortion and abstract patterns that obscure any recognizable subject or action. The imagery is largely unintelligible, with pronounced artifacts and noise that prevent meaningful interpretation. While there is some frame-to-frame consistency, it does not compensate for the overall lack of clarity or coherence. Overall, Visual Quality is severely degraded (score 1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The video fails to depict the described warlord, armor details, battlefield setting, or dynamic action. Instead, the content centers on abstract, pattern-based visuals that do not convey the requested narrative or scene structure. This represents a complete failure to translate the textual description into a coherent visual sequence (score 1).\n\nPhysical/Common-sense Consistency:\nThe abstract visuals provide no plausible physical interaction or common-sense cues. There is no discernible motion, gravity, or object behavior consistent with the described scene, and the imagery contradicts basic expectations of how objects and bodies should move and respond in a battlefield context. The result is a total breakdown of physical and common-sense consistency (score 1).\n\nground-truth of Dim-1: 'Visual Quality':\n1\n\nground-truth of Dim-2: 'Text-to-Video Alignment':\n1\n\nground-truth of Dim-3: 'Physical Consistency' (also referred to as Common-sense Consistency):\n1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_12/index_tensor([8781, 8781])_group_12_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_12/index_tensor([8781, 8781])_group_12_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..de375e2b315e58c68c3a02d33382a2dcdc8c8f01
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_12/index_tensor([8781, 8781])_group_12_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
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+        "seed": 30533,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_12/index_8781_seed_30533_dp_24_rank_48_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.2421875,
+        "video_score2_ta": 1.0,
+        "video_score2_mq": 1.0078125,
+        "video_score2_overall": 3.25,
+        "avg": 3.25,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle, side-on tracking shot follows closely behind, showing a massive adult African elephant galloping across the vast African savannah. Its deeply wrinkled gray skin is coated in a thin layer of reddish-brown dust. Its massive ears flap back and forth in rhythm with its pace, and its thick, curved tusks gleam with an aged luster in the scorching afternoon sun. Its four sturdy, pillar-like legs alternate with each other at an astonishing pace, each stride pounding heavily on the dry, cracked earth, stirring up vast clouds of dense reddish-brown dust and forming a spectacular, billowing wall of dust in its wake. Sunlight penetrates the dense dust, creating golden beams that clearly illuminate the flying particles. The compression of the telephoto lens blurs the sparse, withered yellow grass in the background and the distant horizon, further accentuating the elephant's power and speed. The entire image, imbued with a strong documentary style, is imbued with primal vitality and an indomitable sense of dynamic beauty, creating a tense and awe-inspiring atmosphere.",
+                "token_credit_reward": 3.25,
+                "selected_reward": 3.25,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes \"a massive adult African elephant galloping across the vast African savannah\" with specific visual details about the elephant's appearance, movement, and environment.\n\nLooking at the frames provided:\n\nVisual Quality Analysis:\nThe frames exhibit extreme degradation: severe pixelation, heavy compression artifacts, and pervasive noise. Color bleeding and banding are evident, and the overall image is dominated by digital artifacts rather than any coherent scene. The result is effectively unreadable content with no discernible subject or context.\n\nText-to-Video Alignment Analysis:\nThere is no alignment with the described prompt. The frames do not depict an elephant, savannah, or any of the specified elements (wrinkled skin, dust, ears, tusks, legs, dry cracked earth, dust clouds, lighting). Instead they present abstract digital noise with no recognizable subject or setting.\n\nPhysical/Common-sense Consistency:\nWith no identifiable objects or scenes, there is no basis to evaluate physical realism or common-sense behavior. The content cannot be interpreted as a plausible real-world scenario, rendering any consistency assessment moot.\n\nOverall, the video fails to convey the intended subject and scene; it consists of corrupted, artifact-ridden frames that do not support the described elephant-in-savannah scenario.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.2421875,
+                    "TA": 1.0,
+                    "MQ": 1.0078125,
+                    "Overall": 3.25
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes \"a massive adult African elephant galloping across the vast African savannah\" with specific visual details about the elephant's appearance, movement, and environment.\n\nLooking at the frames provided:\n\nVisual Quality Analysis:\nThe frames exhibit extreme degradation: severe pixelation, heavy compression artifacts, and pervasive noise. Color bleeding and banding are evident, and the overall image is dominated by digital artifacts rather than any coherent scene. The result is effectively unreadable content with no discernible subject or context.\n\nText-to-Video Alignment Analysis:\nThere is no alignment with the described prompt. The frames do not depict an elephant, savannah, or any of the specified elements (wrinkled skin, dust, ears, tusks, legs, dry cracked earth, dust clouds, lighting). Instead they present abstract digital noise with no recognizable subject or setting.\n\nPhysical/Common-sense Consistency:\nWith no identifiable objects or scenes, there is no basis to evaluate physical realism or common-sense behavior. The content cannot be interpreted as a plausible real-world scenario, rendering any consistency assessment moot.\n\nOverall, the video fails to convey the intended subject and scene; it consists of corrupted, artifact-ridden frames that do not support the described elephant-in-savannah scenario.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "low-angle, side-on tracking shot follows closely behind, showing a massive adult African elephant galloping across the vast African savannah. Its deeply wrinkled gray skin is coated in a thin layer of reddish-brown dust. Its massive ears flap back and forth in rhythm with its pace, and its thick, curved tusks gleam with an aged luster in the scorching afternoon sun. Its four sturdy, pillar-like legs alternate with each other at an astonishing pace, each stride pounding heavily on the dry, cracked earth, stirring up vast clouds of dense reddish-brown dust and forming a spectacular, billowing wall of dust in its wake. Sunlight penetrates the dense dust, creating golden beams that clearly illuminate the flying particles. The compression of the telephoto lens blurs the sparse, withered yellow grass in the background and the distant horizon, further accentuating the elephant's power and speed. The entire image, imbued with a strong documentary style, is imbued with primal vitality and an indomitable sense of dynamic beauty, creating a tense and awe-inspiring atmosphere.",
+        "seed": 30534,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_12/index_8781_seed_30534_dp_24_rank_48_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.1953125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0390625,
+        "video_score2_overall": 3.25,
+        "avg": 3.2421875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle, side-on tracking shot follows closely behind, showing a massive adult African elephant galloping across the vast African savannah. Its deeply wrinkled gray skin is coated in a thin layer of reddish-brown dust. Its massive ears flap back and forth in rhythm with its pace, and its thick, curved tusks gleam with an aged luster in the scorching afternoon sun. Its four sturdy, pillar-like legs alternate with each other at an astonishing pace, each stride pounding heavily on the dry, cracked earth, stirring up vast clouds of dense reddish-brown dust and forming a spectacular, billowing wall of dust in its wake. Sunlight penetrates the dense dust, creating golden beams that clearly illuminate the flying particles. The compression of the telephoto lens blurs the sparse, withered yellow grass in the background and the distant horizon, further accentuating the elephant's power and speed. The entire image, imbued with a strong documentary style, is imbued with primal vitality and an indomitable sense of dynamic beauty, creating a tense and awe-inspiring atmosphere.",
+                "token_credit_reward": 3.25,
+                "selected_reward": 3.25,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - clarity, smoothness, artifacts\n2. Text-to-Video Alignment - fidelity to the prompt\n3. Physical/Common-sense Consistency - naturalness and physics plausibility\n\nText Prompt Analysis:\nThe prompt describes a low-angle, side-on tracking shot following a massive adult African elephant galloping across the vast savannah. It specifies the elephant's appearance (wrinkled gray skin, reddish-brown dust), movement (flapping ears, thick curved tusks), gait (four sturdy legs, alternating strides), environmental details (dry cracked earth, dust clouds, golden sunlight through dust), and overall cinematic style (documentary feel).\n\nVisual Quality Assessment:\nAcross the frames, the visuals are severely degraded. The resolution is very low with heavy pixelation and pervasive artifacts. A pronounced horizontal striped pattern dominates the image, producing a distorted, noisy look. The elephant silhouette remains barely recognizable due to extreme blur and compression, and color rendering is washed out with little tonal range. Frame-to-frame motion is minimal, giving a static impression rather than a fluid sequence. Overall, the video presents a critically poor visual experience.\n\nText-to-Video Alignment Assessment:\nThere is essentially no faithful alignment to the prompt. The footage does not convincingly depict a low-angle, side-on tracking shot; instead it reads as a top-down or unrelated perspective. The elephant’s anatomy and movement are not discernible, and the described features (wrinkled skin texture, dust, ear flapping, tusk gleam, leg motion, dust clouds, lighting through dust) are not observable. The scene lacks the intended savannah context and the dramatic, documentary-style presentation. In short, the video fails to realize the core elements of the prompt.\n\nPhysical/Common-sense Consistency:\nGiven the severe degradation, meaningful assessment of physical realism is not feasible. The distortions prevent any credible evaluation of locomotion, interaction with terrain, or environmental physics. The result is effectively inconsistent with plausible elephant behavior and savannah dynamics, though the issue is primarily due to technical corruption rather than deliberate manipulation.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.1953125,
+                    "TA": 1.0078125,
+                    "MQ": 1.0390625,
+                    "Overall": 3.25
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - clarity, smoothness, artifacts\n2. Text-to-Video Alignment - fidelity to the prompt\n3. Physical/Common-sense Consistency - naturalness and physics plausibility\n\nText Prompt Analysis:\nThe prompt describes a low-angle, side-on tracking shot following a massive adult African elephant galloping across the vast savannah. It specifies the elephant's appearance (wrinkled gray skin, reddish-brown dust), movement (flapping ears, thick curved tusks), gait (four sturdy legs, alternating strides), environmental details (dry cracked earth, dust clouds, golden sunlight through dust), and overall cinematic style (documentary feel).\n\nVisual Quality Assessment:\nAcross the frames, the visuals are severely degraded. The resolution is very low with heavy pixelation and pervasive artifacts. A pronounced horizontal striped pattern dominates the image, producing a distorted, noisy look. The elephant silhouette remains barely recognizable due to extreme blur and compression, and color rendering is washed out with little tonal range. Frame-to-frame motion is minimal, giving a static impression rather than a fluid sequence. Overall, the video presents a critically poor visual experience.\n\nText-to-Video Alignment Assessment:\nThere is essentially no faithful alignment to the prompt. The footage does not convincingly depict a low-angle, side-on tracking shot; instead it reads as a top-down or unrelated perspective. The elephant’s anatomy and movement are not discernible, and the described features (wrinkled skin texture, dust, ear flapping, tusk gleam, leg motion, dust clouds, lighting through dust) are not observable. The scene lacks the intended savannah context and the dramatic, documentary-style presentation. In short, the video fails to realize the core elements of the prompt.\n\nPhysical/Common-sense Consistency:\nGiven the severe degradation, meaningful assessment of physical realism is not feasible. The distortions prevent any credible evaluation of locomotion, interaction with terrain, or environmental physics. The result is effectively inconsistent with plausible elephant behavior and savannah dynamics, though the issue is primarily due to technical corruption rather than deliberate manipulation.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "low-angle, side-on tracking shot follows closely behind, showing a massive adult African elephant galloping across the vast African savannah. Its deeply wrinkled gray skin is coated in a thin layer of reddish-brown dust. Its massive ears flap back and forth in rhythm with its pace, and its thick, curved tusks gleam with an aged luster in the scorching afternoon sun. Its four sturdy, pillar-like legs alternate with each other at an astonishing pace, each stride pounding heavily on the dry, cracked earth, stirring up vast clouds of dense reddish-brown dust and forming a spectacular, billowing wall of dust in its wake. Sunlight penetrates the dense dust, creating golden beams that clearly illuminate the flying particles. The compression of the telephoto lens blurs the sparse, withered yellow grass in the background and the distant horizon, further accentuating the elephant's power and speed. The entire image, imbued with a strong documentary style, is imbued with primal vitality and an indomitable sense of dynamic beauty, creating a tense and awe-inspiring atmosphere.",
+        "seed": 30535,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_12/index_8781_seed_30535_dp_25_rank_50_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.28125,
+        "video_score2_ta": 1.0,
+        "video_score2_mq": 1.0078125,
+        "video_score2_overall": 3.28125,
+        "avg": 3.2890625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle, side-on tracking shot follows closely behind, showing a massive adult African elephant galloping across the vast African savannah. Its deeply wrinkled gray skin is coated in a thin layer of reddish-brown dust. Its massive ears flap back and forth in rhythm with its pace, and its thick, curved tusks gleam with an aged luster in the scorching afternoon sun. Its four sturdy, pillar-like legs alternate with each other at an astonishing pace, each stride pounding heavily on the dry, cracked earth, stirring up vast clouds of dense reddish-brown dust and forming a spectacular, billowing wall of dust in its wake. Sunlight penetrates the dense dust, creating golden beams that clearly illuminate the flying particles. The compression of the telephoto lens blurs the sparse, withered yellow grass in the background and the distant horizon, further accentuating the elephant's power and speed. The entire image, imbued with a strong documentary style, is imbued with primal vitality and an indomitable sense of dynamic beauty, creating a tense and awe-inspiring atmosphere.",
+                "token_credit_reward": 3.28125,
+                "selected_reward": 3.28125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes \"a massive adult African elephant galloping across the vast African savannah\" with specific visual details about the elephant's appearance, movement, and environment.\n\nLooking at the frames provided:\n\nVisual Quality Analysis:\nThe frames exhibit extreme degradation: heavy pixelation, pervasive artifacts, and severe compression obscure any meaningful content. Colors appear washed out or distorted, and there is noticeable noise and instability across frames. Overall, the sequence is not interpretable as coherent imagery, indicating a very poor visual quality (score 1).\n\nText-to-Video Alignment Analysis:\nThe prompt requires depicting a large elephant moving across an open savannah with distinct features and lighting. In the frames, no identifiable elephant, savannah landscape, or documentary-style composition is visible; the content is dominated by abstract patterns rather than recognizable subject matter. This represents a complete failure to align with the requested prompt (score 1).\n\nPhysical/Common-sense Consistency:\nWith no discernible subject or scene structure, there is no basis to evaluate physical realism or common-sense coherence. The frames do not convey plausible motion, scale, or environmental context, resulting in a lack of physical consistency (score 1).\n\nground-truth of Dim-1: 'Visual Quality':\n1\n\nground-truth of Dim-2: 'Text-to-Video Alignment':\n1\n\nground-truth of Dim-3: 'Physical Consistency' (also referred to as Common-sense Consistency):\n1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.28125,
+                    "TA": 1.0,
+                    "MQ": 1.0078125,
+                    "Overall": 3.28125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes \"a massive adult African elephant galloping across the vast African savannah\" with specific visual details about the elephant's appearance, movement, and environment.\n\nLooking at the frames provided:\n\nVisual Quality Analysis:\nThe frames exhibit extreme degradation: heavy pixelation, pervasive artifacts, and severe compression obscure any meaningful content. Colors appear washed out or distorted, and there is noticeable noise and instability across frames. Overall, the sequence is not interpretable as coherent imagery, indicating a very poor visual quality (score 1).\n\nText-to-Video Alignment Analysis:\nThe prompt requires depicting a large elephant moving across an open savannah with distinct features and lighting. In the frames, no identifiable elephant, savannah landscape, or documentary-style composition is visible; the content is dominated by abstract patterns rather than recognizable subject matter. This represents a complete failure to align with the requested prompt (score 1).\n\nPhysical/Common-sense Consistency:\nWith no discernible subject or scene structure, there is no basis to evaluate physical realism or common-sense coherence. The frames do not convey plausible motion, scale, or environmental context, resulting in a lack of physical consistency (score 1).\n\nground-truth of Dim-1: 'Visual Quality':\n1\n\nground-truth of Dim-2: 'Text-to-Video Alignment':\n1\n\nground-truth of Dim-3: 'Physical Consistency' (also referred to as Common-sense Consistency):\n1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "low-angle, side-on tracking shot follows closely behind, showing a massive adult African elephant galloping across the vast African savannah. Its deeply wrinkled gray skin is coated in a thin layer of reddish-brown dust. Its massive ears flap back and forth in rhythm with its pace, and its thick, curved tusks gleam with an aged luster in the scorching afternoon sun. Its four sturdy, pillar-like legs alternate with each other at an astonishing pace, each stride pounding heavily on the dry, cracked earth, stirring up vast clouds of dense reddish-brown dust and forming a spectacular, billowing wall of dust in its wake. Sunlight penetrates the dense dust, creating golden beams that clearly illuminate the flying particles. The compression of the telephoto lens blurs the sparse, withered yellow grass in the background and the distant horizon, further accentuating the elephant's power and speed. The entire image, imbued with a strong documentary style, is imbued with primal vitality and an indomitable sense of dynamic beauty, creating a tense and awe-inspiring atmosphere.",
+        "seed": 30536,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_12/index_8781_seed_30536_dp_25_rank_50_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.15625,
+        "video_score2_ta": 1.0,
+        "video_score2_mq": 1.015625,
+        "video_score2_overall": 3.171875,
+        "avg": 3.171875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle, side-on tracking shot follows closely behind, showing a massive adult African elephant galloping across the vast African savannah. Its deeply wrinkled gray skin is coated in a thin layer of reddish-brown dust. Its massive ears flap back and forth in rhythm with its pace, and its thick, curved tusks gleam with an aged luster in the scorching afternoon sun. Its four sturdy, pillar-like legs alternate with each other at an astonishing pace, each stride pounding heavily on the dry, cracked earth, stirring up vast clouds of dense reddish-brown dust and forming a spectacular, billowing wall of dust in its wake. Sunlight penetrates the dense dust, creating golden beams that clearly illuminate the flying particles. The compression of the telephoto lens blurs the sparse, withered yellow grass in the background and the distant horizon, further accentuating the elephant's power and speed. The entire image, imbued with a strong documentary style, is imbued with primal vitality and an indomitable sense of dynamic beauty, creating a tense and awe-inspiring atmosphere.",
+                "token_credit_reward": 3.171875,
+                "selected_reward": 3.171875,
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes \"a massive adult African elephant galloping across the vast African savannah\" with specific visual details about the elephant's appearance and movement.\n\nLooking at the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extreme degradation: severe pixelation, heavy compression artifacts, and pervasive noise. The imagery is dominated by yellow/golden tones and horizontal banding, with a dark central silhouette barely recognizable as an elephant. Overall clarity is effectively absent, making it impossible to discern features or motion reliably. This results in a very poor visual quality assessment (score 1).\n\nText-to-Video Alignment Analysis:\nThe prompt requires a low-angle, side-on tracking shot of a massive elephant galloping across a savannah with detailed skin texture, dust, and dynamic lighting. In the actual frames, the elephant is barely identifiable due to the heavy distortion, and the savannah context is not convincingly established. The core subject and scene elements are not faithfully represented, indicating a severe misalignment between the prompt and the video content (score 1).\n\nPhysical Consistency (Common-sense):\nBecause the elephant and environment are not clearly resolved, assessing physical realism or common-sense coherence is not feasible. The extreme distortion prevents any credible evaluation of anatomy, motion, or environmental interaction, resulting in a minimal score (1).\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.15625,
+                    "TA": 1.0,
+                    "MQ": 1.015625,
+                    "Overall": 3.171875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes \"a massive adult African elephant galloping across the vast African savannah\" with specific visual details about the elephant's appearance and movement.\n\nLooking at the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extreme degradation: severe pixelation, heavy compression artifacts, and pervasive noise. The imagery is dominated by yellow/golden tones and horizontal banding, with a dark central silhouette barely recognizable as an elephant. Overall clarity is effectively absent, making it impossible to discern features or motion reliably. This results in a very poor visual quality assessment (score 1).\n\nText-to-Video Alignment Analysis:\nThe prompt requires a low-angle, side-on tracking shot of a massive elephant galloping across a savannah with detailed skin texture, dust, and dynamic lighting. In the actual frames, the elephant is barely identifiable due to the heavy distortion, and the savannah context is not convincingly established. The core subject and scene elements are not faithfully represented, indicating a severe misalignment between the prompt and the video content (score 1).\n\nPhysical Consistency (Common-sense):\nBecause the elephant and environment are not clearly resolved, assessing physical realism or common-sense coherence is not feasible. The extreme distortion prevents any credible evaluation of anatomy, motion, or environmental interaction, resulting in a minimal score (1).\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_13/index_tensor([1335, 1335])_group_13_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_13/index_tensor([1335, 1335])_group_13_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..551ce209b56607b641ce7d5cf194fde6e897bd7e
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_13/index_tensor([1335, 1335])_group_13_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
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+        "seed": 28767,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_13/index_1335_seed_28767_dp_26_rank_52_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.390625,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0703125,
+        "video_score2_overall": 3.46875,
+        "avg": 3.46875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "Shot from a first-person perspective, as if shot through the driver's eyes, the camera remains static relative to the cab as it drives. The primary focus is on the truck's interior, revealing a weathered, dark gray plastic dashboard coated in a fine dust that accentuates its textured surface. A pair of strong, tanned hands with calloused knuckles grip the worn black steering wheel, their steady grip conveying a calm sense of control. Through the wide, sun-drenched windshield, a straight, unpaved country road stretches to the horizon, its surface a pale, dusty brown. As the truck moves at a steady pace, the bright, harsh sunlight of midday shines directly into the cab, illuminating countless motes of dust dancing in the air and casting stark, high-contrast shadows across the dashboard. The exterior scene is bathed in a warm golden light, with dry, yellowed grass lining the road beneath a vast, cloudless blue sky, creating a tranquil and slightly nostalgic atmosphere of a solitary journey just begun.",
+                "token_credit_reward": 3.46875,
+                "selected_reward": 3.46875,
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+                "credit_map_shape": [
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+                "top_frames": [
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a first-person view from inside a truck cab, focusing on the dashboard, a steering wheel, and an exterior landscape with bright daylight and a solitary journey. The actual video frames do not realize these elements; the content is dominated by abstract, distorted imagery rather than the described scene.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The imagery is highly pixelated and noisy, with heavy compression artifacts and color distortions that obscure details. There is little to no recognizable subject or scene structure, making the footage effectively unusable for meaningful interpretation. This aligns with a very low Visual Quality score.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the video content. The requested elements (first-person cab view, dashboard, steering wheel, sunlit windshield, road, dust particles, and exterior landscape) are not present or identifiable. The video shows abstract patterns instead, resulting in a complete mismatch with the prompt.\n\nPhysical/Common-sense Consistency:\nThe abstract, artifact-driven content provides no plausible physical or common-sense cues corresponding to the described scenario. No coherent objects, actions, or environmental relationships can be inferred, indicating a lack of physical consistency.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical Consistency: 1\n</think>\n\n(1) visual quality - clarity, smoothness, artifacts: 1\n(2) text-to-video alignment - fidelity to the prompt: 1\n(3) physical/common-sense consistency - naturalness and physics plausibility: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.390625,
+                    "TA": 1.0078125,
+                    "MQ": 1.0703125,
+                    "Overall": 3.46875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a first-person view from inside a truck cab, focusing on the dashboard, a steering wheel, and an exterior landscape with bright daylight and a solitary journey. The actual video frames do not realize these elements; the content is dominated by abstract, distorted imagery rather than the described scene.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The imagery is highly pixelated and noisy, with heavy compression artifacts and color distortions that obscure details. There is little to no recognizable subject or scene structure, making the footage effectively unusable for meaningful interpretation. This aligns with a very low Visual Quality score.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the video content. The requested elements (first-person cab view, dashboard, steering wheel, sunlit windshield, road, dust particles, and exterior landscape) are not present or identifiable. The video shows abstract patterns instead, resulting in a complete mismatch with the prompt.\n\nPhysical/Common-sense Consistency:\nThe abstract, artifact-driven content provides no plausible physical or common-sense cues corresponding to the described scenario. No coherent objects, actions, or environmental relationships can be inferred, indicating a lack of physical consistency.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical Consistency: 1\n</think>\n\n(1) visual quality - clarity, smoothness, artifacts: 1\n(2) text-to-video alignment - fidelity to the prompt: 1\n(3) physical/common-sense consistency - naturalness and physics plausibility: 1"
+        ]
+    },
+    {
+        "prompt": "Shot from a first-person perspective, as if shot through the driver's eyes, the camera remains static relative to the cab as it drives. The primary focus is on the truck's interior, revealing a weathered, dark gray plastic dashboard coated in a fine dust that accentuates its textured surface. A pair of strong, tanned hands with calloused knuckles grip the worn black steering wheel, their steady grip conveying a calm sense of control. Through the wide, sun-drenched windshield, a straight, unpaved country road stretches to the horizon, its surface a pale, dusty brown. As the truck moves at a steady pace, the bright, harsh sunlight of midday shines directly into the cab, illuminating countless motes of dust dancing in the air and casting stark, high-contrast shadows across the dashboard. The exterior scene is bathed in a warm golden light, with dry, yellowed grass lining the road beneath a vast, cloudless blue sky, creating a tranquil and slightly nostalgic atmosphere of a solitary journey just begun.",
+        "seed": 28768,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_13/index_1335_seed_28768_dp_26_rank_52_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.5625,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.1171875,
+        "video_score2_overall": 3.6875,
+        "avg": 3.6953125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "Shot from a first-person perspective, as if shot through the driver's eyes, the camera remains static relative to the cab as it drives. The primary focus is on the truck's interior, revealing a weathered, dark gray plastic dashboard coated in a fine dust that accentuates its textured surface. A pair of strong, tanned hands with calloused knuckles grip the worn black steering wheel, their steady grip conveying a calm sense of control. Through the wide, sun-drenched windshield, a straight, unpaved country road stretches to the horizon, its surface a pale, dusty brown. As the truck moves at a steady pace, the bright, harsh sunlight of midday shines directly into the cab, illuminating countless motes of dust dancing in the air and casting stark, high-contrast shadows across the dashboard. The exterior scene is bathed in a warm golden light, with dry, yellowed grass lining the road beneath a vast, cloudless blue sky, creating a tranquil and slightly nostalgic atmosphere of a solitary journey just begun.",
+                "token_credit_reward": 3.6875,
+                "selected_reward": 3.6875,
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+                ],
+                "credit_map_shape": [
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+                "top_frames": [
+                    2,
+                    1,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a first-person view from inside a truck cab, focusing on the interior details like a weathered dashboard, hands gripping a steering wheel, and an exterior landscape with bright sunlight and a clear sky. The frames, however, do not realize these elements; the content is dominated by abstract, low-clarity imagery with no reliable cues matching the described scene.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded: extremely low resolution, heavy compression artifacts, pronounced color banding, and pervasive noise. Details are indistinct, edges are blurred, and overall image fidelity is so poor that identifying objects or scenes is not feasible. This results in a very poor visual quality assessment (score 1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and what is shown. The frames fail to depict the truck interior, the hands on a steering wheel, the sunlit windshield view, or the exterior landscape described. The content appears unrelated to the requested scenario, indicating a complete misalignment (score 1).\n\nPhysical/Common-sense Consistency:\nDue to the extreme degradation, meaningful evaluation of physical realism or common-sense coherence is not possible. The frames do not provide interpretable objects or actions, so any assessment of physical consistency is effectively at the lowest level (score 1).\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.5625,
+                    "TA": 1.015625,
+                    "MQ": 1.1171875,
+                    "Overall": 3.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a first-person view from inside a truck cab, focusing on the interior details like a weathered dashboard, hands gripping a steering wheel, and an exterior landscape with bright sunlight and a clear sky. The frames, however, do not realize these elements; the content is dominated by abstract, low-clarity imagery with no reliable cues matching the described scene.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded: extremely low resolution, heavy compression artifacts, pronounced color banding, and pervasive noise. Details are indistinct, edges are blurred, and overall image fidelity is so poor that identifying objects or scenes is not feasible. This results in a very poor visual quality assessment (score 1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and what is shown. The frames fail to depict the truck interior, the hands on a steering wheel, the sunlit windshield view, or the exterior landscape described. The content appears unrelated to the requested scenario, indicating a complete misalignment (score 1).\n\nPhysical/Common-sense Consistency:\nDue to the extreme degradation, meaningful evaluation of physical realism or common-sense coherence is not possible. The frames do not provide interpretable objects or actions, so any assessment of physical consistency is effectively at the lowest level (score 1).\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "Shot from a first-person perspective, as if shot through the driver's eyes, the camera remains static relative to the cab as it drives. The primary focus is on the truck's interior, revealing a weathered, dark gray plastic dashboard coated in a fine dust that accentuates its textured surface. A pair of strong, tanned hands with calloused knuckles grip the worn black steering wheel, their steady grip conveying a calm sense of control. Through the wide, sun-drenched windshield, a straight, unpaved country road stretches to the horizon, its surface a pale, dusty brown. As the truck moves at a steady pace, the bright, harsh sunlight of midday shines directly into the cab, illuminating countless motes of dust dancing in the air and casting stark, high-contrast shadows across the dashboard. The exterior scene is bathed in a warm golden light, with dry, yellowed grass lining the road beneath a vast, cloudless blue sky, creating a tranquil and slightly nostalgic atmosphere of a solitary journey just begun.",
+        "seed": 28769,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_13/index_1335_seed_28769_dp_27_rank_54_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.53125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.078125,
+        "video_score2_overall": 3.609375,
+        "avg": 3.6171875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "Shot from a first-person perspective, as if shot through the driver's eyes, the camera remains static relative to the cab as it drives. The primary focus is on the truck's interior, revealing a weathered, dark gray plastic dashboard coated in a fine dust that accentuates its textured surface. A pair of strong, tanned hands with calloused knuckles grip the worn black steering wheel, their steady grip conveying a calm sense of control. Through the wide, sun-drenched windshield, a straight, unpaved country road stretches to the horizon, its surface a pale, dusty brown. As the truck moves at a steady pace, the bright, harsh sunlight of midday shines directly into the cab, illuminating countless motes of dust dancing in the air and casting stark, high-contrast shadows across the dashboard. The exterior scene is bathed in a warm golden light, with dry, yellowed grass lining the road beneath a vast, cloudless blue sky, creating a tranquil and slightly nostalgic atmosphere of a solitary journey just begun.",
+                "token_credit_reward": 3.609375,
+                "selected_reward": 3.609375,
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+                    0,
+                    2,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- First-person perspective from inside a truck (driver's eyes)\n- Static camera relative to the cab while driving\n- Focus on truck's interior\n- Weathered, dark gray plastic dashboard with fine dust\n- Hands with calloused knuckles gripping a worn black steering wheel\n- Wide, sun-drenched windshield view\n- Straight, unpaved country road stretching to horizon\n- Road surface is pale, dusty brown\n- Truck moving at steady pace\n- Bright, harsh sunlight of midday\n- Dust motes dancing in the air\n- High-contrast shadows on dashboard\n- Exterior scene with warm golden light\n- Dry, yellowed grass lining the road\n- Cloudless blue sky\n- Tranquil, slightly nostalgic atmosphere\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames show extreme degradation: heavy pixelation, pronounced compression artifacts, and pervasive noise. Details are indistinct; color and contrast are inconsistent, and the overall image quality is far below acceptable standards. The result is a visually unusable representation that fails to convey any meaningful content or realism.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested prompt. The frames do not depict a truck interior, a driver’s perspective, a steering wheel, a dashboard, a windshield view, or the described lighting or atmosphere. The content is unrelated to the specified scenario, indicating a complete mismatch between prompt and output.\n\nPhysical/Common-sense Consistency:\nBecause the visuals are so degraded, there is no basis to assess physical plausibility or common-sense coherence. The frames do not provide enough information to evaluate whether actions or scenes conform to real-world expectations.\n\nOverall assessment:\nThe video exhibits severe deficiencies across all three dimensions, with no usable visual information and no alignment to the prompt.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.53125,
+                    "TA": 1.0078125,
+                    "MQ": 1.078125,
+                    "Overall": 3.609375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- First-person perspective from inside a truck (driver's eyes)\n- Static camera relative to the cab while driving\n- Focus on truck's interior\n- Weathered, dark gray plastic dashboard with fine dust\n- Hands with calloused knuckles gripping a worn black steering wheel\n- Wide, sun-drenched windshield view\n- Straight, unpaved country road stretching to horizon\n- Road surface is pale, dusty brown\n- Truck moving at steady pace\n- Bright, harsh sunlight of midday\n- Dust motes dancing in the air\n- High-contrast shadows on dashboard\n- Exterior scene with warm golden light\n- Dry, yellowed grass lining the road\n- Cloudless blue sky\n- Tranquil, slightly nostalgic atmosphere\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames show extreme degradation: heavy pixelation, pronounced compression artifacts, and pervasive noise. Details are indistinct; color and contrast are inconsistent, and the overall image quality is far below acceptable standards. The result is a visually unusable representation that fails to convey any meaningful content or realism.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested prompt. The frames do not depict a truck interior, a driver’s perspective, a steering wheel, a dashboard, a windshield view, or the described lighting or atmosphere. The content is unrelated to the specified scenario, indicating a complete mismatch between prompt and output.\n\nPhysical/Common-sense Consistency:\nBecause the visuals are so degraded, there is no basis to assess physical plausibility or common-sense coherence. The frames do not provide enough information to evaluate whether actions or scenes conform to real-world expectations.\n\nOverall assessment:\nThe video exhibits severe deficiencies across all three dimensions, with no usable visual information and no alignment to the prompt.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "Shot from a first-person perspective, as if shot through the driver's eyes, the camera remains static relative to the cab as it drives. The primary focus is on the truck's interior, revealing a weathered, dark gray plastic dashboard coated in a fine dust that accentuates its textured surface. A pair of strong, tanned hands with calloused knuckles grip the worn black steering wheel, their steady grip conveying a calm sense of control. Through the wide, sun-drenched windshield, a straight, unpaved country road stretches to the horizon, its surface a pale, dusty brown. As the truck moves at a steady pace, the bright, harsh sunlight of midday shines directly into the cab, illuminating countless motes of dust dancing in the air and casting stark, high-contrast shadows across the dashboard. The exterior scene is bathed in a warm golden light, with dry, yellowed grass lining the road beneath a vast, cloudless blue sky, creating a tranquil and slightly nostalgic atmosphere of a solitary journey just begun.",
+        "seed": 28770,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_13/index_1335_seed_28770_dp_27_rank_54_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.390625,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.0859375,
+        "video_score2_overall": 3.5,
+        "avg": 3.4921875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "Shot from a first-person perspective, as if shot through the driver's eyes, the camera remains static relative to the cab as it drives. The primary focus is on the truck's interior, revealing a weathered, dark gray plastic dashboard coated in a fine dust that accentuates its textured surface. A pair of strong, tanned hands with calloused knuckles grip the worn black steering wheel, their steady grip conveying a calm sense of control. Through the wide, sun-drenched windshield, a straight, unpaved country road stretches to the horizon, its surface a pale, dusty brown. As the truck moves at a steady pace, the bright, harsh sunlight of midday shines directly into the cab, illuminating countless motes of dust dancing in the air and casting stark, high-contrast shadows across the dashboard. The exterior scene is bathed in a warm golden light, with dry, yellowed grass lining the road beneath a vast, cloudless blue sky, creating a tranquil and slightly nostalgic atmosphere of a solitary journey just begun.",
+                "token_credit_reward": 3.5,
+                "selected_reward": 3.5,
+                "frame_importance": [
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a first-person view from inside a truck cab, focusing on the dashboard, a weathered steering wheel, and an exterior landscape with bright daylight and a solitary road. The frames, however, do not convincingly realize these elements; the overall alignment to the prompt is poor due to severe visual degradation and missing key details.\n\nVisual Quality Analysis:\nAcross the frames, the visual quality is extremely poor. The resolution is very low, with heavy pixelation and pervasive blur that obscures most details. Compression artifacts and color banding are evident, and lighting is inconsistent, producing harsh contrasts and muddy shadows. The sequence appears largely static with minimal motion cues, and the image stability is compromised by noise and artifacting. Overall, the video fails to deliver clear or coherent visuals, making interpretation unreliable.\n\nText-to-Video Alignment Analysis:\nCompared to the prompt, the video shows essentially no convincing alignment. The first-person perspective, the dashboard, the steering wheel, and the bright, sunlit interior described in the prompt are not discernible due to the severe degradation. The exterior road and landscape are barely recognizable, and there is no clear evidence of driving motion or dust particles dancing in the air. The result is a near-complete mismatch between the textual description and the visual content.\n\nPhysical Consistency (Common-sense):\nThere is a minimal, abstract level of coherence in the scene structure (a cab interior with a steering area and exterior view), but the extreme degradation prevents reliable assessment of physical realism or common-sense cues. No definitive physical violations can be established, yet the lack of detail means only a limited, uncertain evaluation is possible.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 1.390625,
+                    "TA": 1.015625,
+                    "MQ": 1.0859375,
+                    "Overall": 3.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a first-person view from inside a truck cab, focusing on the dashboard, a weathered steering wheel, and an exterior landscape with bright daylight and a solitary road. The frames, however, do not convincingly realize these elements; the overall alignment to the prompt is poor due to severe visual degradation and missing key details.\n\nVisual Quality Analysis:\nAcross the frames, the visual quality is extremely poor. The resolution is very low, with heavy pixelation and pervasive blur that obscures most details. Compression artifacts and color banding are evident, and lighting is inconsistent, producing harsh contrasts and muddy shadows. The sequence appears largely static with minimal motion cues, and the image stability is compromised by noise and artifacting. Overall, the video fails to deliver clear or coherent visuals, making interpretation unreliable.\n\nText-to-Video Alignment Analysis:\nCompared to the prompt, the video shows essentially no convincing alignment. The first-person perspective, the dashboard, the steering wheel, and the bright, sunlit interior described in the prompt are not discernible due to the severe degradation. The exterior road and landscape are barely recognizable, and there is no clear evidence of driving motion or dust particles dancing in the air. The result is a near-complete mismatch between the textual description and the visual content.\n\nPhysical Consistency (Common-sense):\nThere is a minimal, abstract level of coherence in the scene structure (a cab interior with a steering area and exterior view), but the extreme degradation prevents reliable assessment of physical realism or common-sense cues. No definitive physical violations can be established, yet the lack of detail means only a limited, uncertain evaluation is possible.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_14/index_tensor([7898, 7898])_group_14_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_14/index_tensor([7898, 7898])_group_14_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..7128d1b58e06f0eaa531e879fec2d667418a4033
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_14/index_tensor([7898, 7898])_group_14_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "horizontal camera, synchronizing its ascent with a subject in a slow, graceful spiral, perfectly captures what a user describes as a \"relaxing rhythm.\" The lens focuses on a magnetically levitated alchemy furnace, constructed from a smooth, seamless obsidian-like material, suspended in the center of a futuristic quiet room. The room boasts a minimalist design, with walls and floor composed of a single-piece matte gray composite material that absorbs unwanted sound and light. A soft, steady violet glow permeates the furnace's interior, permeating certain translucent areas and shrouding the surrounding air with a mysterious haze. As the furnace slowly, almost imperceptibly rotates and spirals upward, the intricate ancient runes engraved on its surface come to life. These runes, composed not of physical carvings but of flowing energy, alternately brighter and darker, their light flowing and chasing across the furnace's smooth, curved surface, creating a constantly shifting play of light and shadow. Cool white light from concealed ceiling strips creates sharp, contoured highlights on the furnace's surface, contrasting sharply with the warm purple light filtering through from within. The entire scene strikes a delicate balance between technological sophistication and the mystery of ancient ritual, creating an atmosphere of informal, technological ritual that is both focused and deeply relaxed, imbued with intimacy.",
+        "seed": 22725,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_14/index_7898_seed_22725_dp_28_rank_56_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.53125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.1015625,
+        "video_score2_overall": 3.625,
+        "avg": 3.640625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "horizontal camera, synchronizing its ascent with a subject in a slow, graceful spiral, perfectly captures what a user describes as a \"relaxing rhythm.\" The lens focuses on a magnetically levitated alchemy furnace, constructed from a smooth, seamless obsidian-like material, suspended in the center of a futuristic quiet room. The room boasts a minimalist design, with walls and floor composed of a single-piece matte gray composite material that absorbs unwanted sound and light. A soft, steady violet glow permeates the furnace's interior, permeating certain translucent areas and shrouding the surrounding air with a mysterious haze. As the furnace slowly, almost imperceptibly rotates and spirals upward, the intricate ancient runes engraved on its surface come to life. These runes, composed not of physical carvings but of flowing energy, alternately brighter and darker, their light flowing and chasing across the furnace's smooth, curved surface, creating a constantly shifting play of light and shadow. Cool white light from concealed ceiling strips creates sharp, contoured highlights on the furnace's surface, contrasting sharply with the warm purple light filtering through from within. The entire scene strikes a delicate balance between technological sophistication and the mystery of ancient ritual, creating an atmosphere of informal, technological ritual that is both focused and deeply relaxed, imbued with intimacy.",
+                "token_credit_reward": 3.625,
+                "selected_reward": 3.625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand the text prompt:\nThe prompt describes a horizontal camera movement that tracks a central object rising in a slow, graceful spiral, focusing on a magnetically levitated alchemy furnace made of smooth obsidian-like material suspended in a futuristic quiet room. The room features a minimalist gray composite wall and floor, with a soft violet glow inside the furnace and moving energy patterns on the surface. The scene aims for a balance between technological sophistication and ancient ritual, with dynamic lighting and shadow effects.\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The imagery is extremely low in clarity, with heavy pixelation and compression artifacts that obscure details. The color palette is dominated by blue/teal tones, and there is noticeable noise and grain throughout. The overall resolution is poor, and the sequence lacks crispness and polish. While some structural elements (such as a grid-like pattern) remain perceptible, the content is largely unreadable due to the pervasive degradation. Overall, the video presents a very poor visual quality.\n\nText-to-Video Alignment Analysis:\nThere is essentially no meaningful alignment with the prompt. The frames do not clearly depict a horizontal camera movement, a rising spiral, or the described alchemy-furnace setup. The visible elements resemble abstract geometric patterns rather than the specified scene, and the intended atmospheric cues (violet glow, smooth obsidian texture, futuristic room) are not convincingly realized. The result is a substantial mismatch between the prompt and the video content.\n\nPhysical/Common-sense Consistency:\nFrom a basic physical standpoint, the motion and spatial relationships appear plausible at a high level; there are no obvious violations of gravity or suspension principles. However, due to the severe visual degradation, many cues needed to judge consistency are not accessible, so only limited confidence can be placed in any coherent physical behavior. Overall, physical consistency is marginally acceptable but not strongly supported by the footage.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 1.53125,
+                    "TA": 1.0078125,
+                    "MQ": 1.1015625,
+                    "Overall": 3.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand the text prompt:\nThe prompt describes a horizontal camera movement that tracks a central object rising in a slow, graceful spiral, focusing on a magnetically levitated alchemy furnace made of smooth obsidian-like material suspended in a futuristic quiet room. The room features a minimalist gray composite wall and floor, with a soft violet glow inside the furnace and moving energy patterns on the surface. The scene aims for a balance between technological sophistication and ancient ritual, with dynamic lighting and shadow effects.\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The imagery is extremely low in clarity, with heavy pixelation and compression artifacts that obscure details. The color palette is dominated by blue/teal tones, and there is noticeable noise and grain throughout. The overall resolution is poor, and the sequence lacks crispness and polish. While some structural elements (such as a grid-like pattern) remain perceptible, the content is largely unreadable due to the pervasive degradation. Overall, the video presents a very poor visual quality.\n\nText-to-Video Alignment Analysis:\nThere is essentially no meaningful alignment with the prompt. The frames do not clearly depict a horizontal camera movement, a rising spiral, or the described alchemy-furnace setup. The visible elements resemble abstract geometric patterns rather than the specified scene, and the intended atmospheric cues (violet glow, smooth obsidian texture, futuristic room) are not convincingly realized. The result is a substantial mismatch between the prompt and the video content.\n\nPhysical/Common-sense Consistency:\nFrom a basic physical standpoint, the motion and spatial relationships appear plausible at a high level; there are no obvious violations of gravity or suspension principles. However, due to the severe visual degradation, many cues needed to judge consistency are not accessible, so only limited confidence can be placed in any coherent physical behavior. Overall, physical consistency is marginally acceptable but not strongly supported by the footage.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2"
+        ]
+    },
+    {
+        "prompt": "horizontal camera, synchronizing its ascent with a subject in a slow, graceful spiral, perfectly captures what a user describes as a \"relaxing rhythm.\" The lens focuses on a magnetically levitated alchemy furnace, constructed from a smooth, seamless obsidian-like material, suspended in the center of a futuristic quiet room. The room boasts a minimalist design, with walls and floor composed of a single-piece matte gray composite material that absorbs unwanted sound and light. A soft, steady violet glow permeates the furnace's interior, permeating certain translucent areas and shrouding the surrounding air with a mysterious haze. As the furnace slowly, almost imperceptibly rotates and spirals upward, the intricate ancient runes engraved on its surface come to life. These runes, composed not of physical carvings but of flowing energy, alternately brighter and darker, their light flowing and chasing across the furnace's smooth, curved surface, creating a constantly shifting play of light and shadow. Cool white light from concealed ceiling strips creates sharp, contoured highlights on the furnace's surface, contrasting sharply with the warm purple light filtering through from within. The entire scene strikes a delicate balance between technological sophistication and the mystery of ancient ritual, creating an atmosphere of informal, technological ritual that is both focused and deeply relaxed, imbued with intimacy.",
+        "seed": 22726,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_14/index_7898_seed_22726_dp_28_rank_56_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.59375,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.109375,
+        "video_score2_overall": 3.703125,
+        "avg": 3.7109375,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "horizontal camera, synchronizing its ascent with a subject in a slow, graceful spiral, perfectly captures what a user describes as a \"relaxing rhythm.\" The lens focuses on a magnetically levitated alchemy furnace, constructed from a smooth, seamless obsidian-like material, suspended in the center of a futuristic quiet room. The room boasts a minimalist design, with walls and floor composed of a single-piece matte gray composite material that absorbs unwanted sound and light. A soft, steady violet glow permeates the furnace's interior, permeating certain translucent areas and shrouding the surrounding air with a mysterious haze. As the furnace slowly, almost imperceptibly rotates and spirals upward, the intricate ancient runes engraved on its surface come to life. These runes, composed not of physical carvings but of flowing energy, alternately brighter and darker, their light flowing and chasing across the furnace's smooth, curved surface, creating a constantly shifting play of light and shadow. Cool white light from concealed ceiling strips creates sharp, contoured highlights on the furnace's surface, contrasting sharply with the warm purple light filtering through from within. The entire scene strikes a delicate balance between technological sophistication and the mystery of ancient ritual, creating an atmosphere of informal, technological ritual that is both focused and deeply relaxed, imbued with intimacy.",
+                "token_credit_reward": 3.703125,
+                "selected_reward": 3.703125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand the text prompt:\nThe prompt describes a horizontal camera movement that tracks a central subject in a slow, graceful spiral, focusing on a magnetically levitated alchemy furnace made of smooth obsidian-like material suspended in a futuristic quiet room. The room has a minimalist design with walls and floor in a single-piece matte gray composite that absorbing unwanted sound and light. A soft, steady violet glow permeates the interior, with translucent areas and a mysterious haze. The furnace slowly rotates and spirals upward, with ancient runes on the surface that animate into flowing energy patterns. Cool white light from ceiling strips creates sharp highlights, contrasted with warm purple light filtering through, aiming for a balance between technological sophistication and ancient ritual.\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy distortion and artifacts. The image remains abstract and fragmented, with pronounced digital noise and compression effects. Details are largely indiscernible, and the overall clarity is poor. The sequence shows little to no smooth motion, and the distortions persist throughout, resulting in a very low visual quality assessment.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the described prompt. The frames do not reveal a clear horizontal camera movement, a visible central subject, or a spiral trajectory. The core elements—magnetically levitated alchemy furnace, smooth obsidian-like material, and the distinctive lighting and atmosphere—are not discernible due to the heavy distortion. The video fails to capture the intended visual narrative, indicating a complete misalignment with the prompt.\n\nPhysical/Common-sense Consistency:\nThe extreme distortion prevents any meaningful assessment of physical plausibility or common-sense coherence. There is no identifiable object or scene structure to evaluate, so the dimension cannot be demonstrated.\n\nOverall, the video exhibits severe deficiencies across all three dimensions, with no coherent representation of the requested scene.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.59375,
+                    "TA": 1.0078125,
+                    "MQ": 1.109375,
+                    "Overall": 3.703125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand the text prompt:\nThe prompt describes a horizontal camera movement that tracks a central subject in a slow, graceful spiral, focusing on a magnetically levitated alchemy furnace made of smooth obsidian-like material suspended in a futuristic quiet room. The room has a minimalist design with walls and floor in a single-piece matte gray composite that absorbing unwanted sound and light. A soft, steady violet glow permeates the interior, with translucent areas and a mysterious haze. The furnace slowly rotates and spirals upward, with ancient runes on the surface that animate into flowing energy patterns. Cool white light from ceiling strips creates sharp highlights, contrasted with warm purple light filtering through, aiming for a balance between technological sophistication and ancient ritual.\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy distortion and artifacts. The image remains abstract and fragmented, with pronounced digital noise and compression effects. Details are largely indiscernible, and the overall clarity is poor. The sequence shows little to no smooth motion, and the distortions persist throughout, resulting in a very low visual quality assessment.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the described prompt. The frames do not reveal a clear horizontal camera movement, a visible central subject, or a spiral trajectory. The core elements—magnetically levitated alchemy furnace, smooth obsidian-like material, and the distinctive lighting and atmosphere—are not discernible due to the heavy distortion. The video fails to capture the intended visual narrative, indicating a complete misalignment with the prompt.\n\nPhysical/Common-sense Consistency:\nThe extreme distortion prevents any meaningful assessment of physical plausibility or common-sense coherence. There is no identifiable object or scene structure to evaluate, so the dimension cannot be demonstrated.\n\nOverall, the video exhibits severe deficiencies across all three dimensions, with no coherent representation of the requested scene.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "horizontal camera, synchronizing its ascent with a subject in a slow, graceful spiral, perfectly captures what a user describes as a \"relaxing rhythm.\" The lens focuses on a magnetically levitated alchemy furnace, constructed from a smooth, seamless obsidian-like material, suspended in the center of a futuristic quiet room. The room boasts a minimalist design, with walls and floor composed of a single-piece matte gray composite material that absorbs unwanted sound and light. A soft, steady violet glow permeates the furnace's interior, permeating certain translucent areas and shrouding the surrounding air with a mysterious haze. As the furnace slowly, almost imperceptibly rotates and spirals upward, the intricate ancient runes engraved on its surface come to life. These runes, composed not of physical carvings but of flowing energy, alternately brighter and darker, their light flowing and chasing across the furnace's smooth, curved surface, creating a constantly shifting play of light and shadow. Cool white light from concealed ceiling strips creates sharp, contoured highlights on the furnace's surface, contrasting sharply with the warm purple light filtering through from within. The entire scene strikes a delicate balance between technological sophistication and the mystery of ancient ritual, creating an atmosphere of informal, technological ritual that is both focused and deeply relaxed, imbued with intimacy.",
+        "seed": 22727,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_14/index_7898_seed_22727_dp_29_rank_58_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.9921875,
+        "video_score2_ta": 1.03125,
+        "video_score2_mq": 1.25,
+        "video_score2_overall": 4.28125,
+        "avg": 4.2734375,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "horizontal camera, synchronizing its ascent with a subject in a slow, graceful spiral, perfectly captures what a user describes as a \"relaxing rhythm.\" The lens focuses on a magnetically levitated alchemy furnace, constructed from a smooth, seamless obsidian-like material, suspended in the center of a futuristic quiet room. The room boasts a minimalist design, with walls and floor composed of a single-piece matte gray composite material that absorbs unwanted sound and light. A soft, steady violet glow permeates the furnace's interior, permeating certain translucent areas and shrouding the surrounding air with a mysterious haze. As the furnace slowly, almost imperceptibly rotates and spirals upward, the intricate ancient runes engraved on its surface come to life. These runes, composed not of physical carvings but of flowing energy, alternately brighter and darker, their light flowing and chasing across the furnace's smooth, curved surface, creating a constantly shifting play of light and shadow. Cool white light from concealed ceiling strips creates sharp, contoured highlights on the furnace's surface, contrasting sharply with the warm purple light filtering through from within. The entire scene strikes a delicate balance between technological sophistication and the mystery of ancient ritual, creating an atmosphere of informal, technological ritual that is both focused and deeply relaxed, imbued with intimacy.",
+                "token_credit_reward": 4.28125,
+                "selected_reward": 4.28125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a horizontal camera movement that tracks a central subject in a slow, graceful spiral, focusing on a magnetically levitated alchemy furnace made of smooth obsidian-like material suspended in a futuristic quiet room. The room features a minimalist gray composite wall and floor, with a soft violet glow inside the furnace and a delicate interplay of cool white highlights and warm purple light. The scene aims for a balance between technological sophistication and ancient ritual, with dynamic, energy-driven elements.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are dominated by heavy stylization and artifacts. The imagery shows pronounced distortion, color bleeding, and digital noise, with warped geometry and inconsistent lighting. The result is a low-fidelity, abstract presentation rather than a clear, coherent depiction of the described scene. Overall, the visual quality is poor (score 1).\n\nText-to-Video Alignment Assessment:\nThere is essentially no faithful alignment to the prompt. The core elements—horizontal camera motion, a central subject, a smooth obsidian-like material, a futuristic quiet room, and the specific lighting and glow—are not realized in the video. The result is a highly abstract, non-representational rendering that does not capture the intended narrative or aesthetic, indicating a near-complete misalignment (score 1).\n\nPhysical/Common-sense Consistency:\nThe sequence exhibits severe inconsistencies with basic physics and common-sense expectations. The object warps, morphs, and distorts in ways that defy gravity and material properties, producing an implausible, dreamlike progression. This results in a lack of physical coherence (score 1).\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.9921875,
+                    "TA": 1.03125,
+                    "MQ": 1.25,
+                    "Overall": 4.28125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a horizontal camera movement that tracks a central subject in a slow, graceful spiral, focusing on a magnetically levitated alchemy furnace made of smooth obsidian-like material suspended in a futuristic quiet room. The room features a minimalist gray composite wall and floor, with a soft violet glow inside the furnace and a delicate interplay of cool white highlights and warm purple light. The scene aims for a balance between technological sophistication and ancient ritual, with dynamic, energy-driven elements.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are dominated by heavy stylization and artifacts. The imagery shows pronounced distortion, color bleeding, and digital noise, with warped geometry and inconsistent lighting. The result is a low-fidelity, abstract presentation rather than a clear, coherent depiction of the described scene. Overall, the visual quality is poor (score 1).\n\nText-to-Video Alignment Assessment:\nThere is essentially no faithful alignment to the prompt. The core elements—horizontal camera motion, a central subject, a smooth obsidian-like material, a futuristic quiet room, and the specific lighting and glow—are not realized in the video. The result is a highly abstract, non-representational rendering that does not capture the intended narrative or aesthetic, indicating a near-complete misalignment (score 1).\n\nPhysical/Common-sense Consistency:\nThe sequence exhibits severe inconsistencies with basic physics and common-sense expectations. The object warps, morphs, and distorts in ways that defy gravity and material properties, producing an implausible, dreamlike progression. This results in a lack of physical coherence (score 1).\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "horizontal camera, synchronizing its ascent with a subject in a slow, graceful spiral, perfectly captures what a user describes as a \"relaxing rhythm.\" The lens focuses on a magnetically levitated alchemy furnace, constructed from a smooth, seamless obsidian-like material, suspended in the center of a futuristic quiet room. The room boasts a minimalist design, with walls and floor composed of a single-piece matte gray composite material that absorbs unwanted sound and light. A soft, steady violet glow permeates the furnace's interior, permeating certain translucent areas and shrouding the surrounding air with a mysterious haze. As the furnace slowly, almost imperceptibly rotates and spirals upward, the intricate ancient runes engraved on its surface come to life. These runes, composed not of physical carvings but of flowing energy, alternately brighter and darker, their light flowing and chasing across the furnace's smooth, curved surface, creating a constantly shifting play of light and shadow. Cool white light from concealed ceiling strips creates sharp, contoured highlights on the furnace's surface, contrasting sharply with the warm purple light filtering through from within. The entire scene strikes a delicate balance between technological sophistication and the mystery of ancient ritual, creating an atmosphere of informal, technological ritual that is both focused and deeply relaxed, imbued with intimacy.",
+        "seed": 22728,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_14/index_7898_seed_22728_dp_29_rank_58_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 2.21875,
+        "video_score2_ta": 1.3046875,
+        "video_score2_mq": 2.390625,
+        "video_score2_overall": 5.9375,
+        "avg": 5.9140625,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "horizontal camera, synchronizing its ascent with a subject in a slow, graceful spiral, perfectly captures what a user describes as a \"relaxing rhythm.\" The lens focuses on a magnetically levitated alchemy furnace, constructed from a smooth, seamless obsidian-like material, suspended in the center of a futuristic quiet room. The room boasts a minimalist design, with walls and floor composed of a single-piece matte gray composite material that absorbs unwanted sound and light. A soft, steady violet glow permeates the furnace's interior, permeating certain translucent areas and shrouding the surrounding air with a mysterious haze. As the furnace slowly, almost imperceptibly rotates and spirals upward, the intricate ancient runes engraved on its surface come to life. These runes, composed not of physical carvings but of flowing energy, alternately brighter and darker, their light flowing and chasing across the furnace's smooth, curved surface, creating a constantly shifting play of light and shadow. Cool white light from concealed ceiling strips creates sharp, contoured highlights on the furnace's surface, contrasting sharply with the warm purple light filtering through from within. The entire scene strikes a delicate balance between technological sophistication and the mystery of ancient ritual, creating an atmosphere of informal, technological ritual that is both focused and deeply relaxed, imbued with intimacy.",
+                "token_credit_reward": 5.9375,
+                "selected_reward": 5.9375,
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    0,
+                    1,
+                    2
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a horizontal camera movement that tracks a central subject in a slow, graceful spiral, focusing on a magnetically levitated alchemy furnace made of smooth obsidian-like material suspended in a futuristic quiet room. The room features a minimalist gray composite wall and floor, with a soft violet glow inside the furnace and a subtle atmospheric haze. The scene should show the furnace rotating and spiraling upward, with ancient runes on the surface animated by flowing energy, and cool white highlights from ceiling strips contrasted with warm purple light filtering through the interior. Overall, the prompt envisions a blend of technological sophistication and ancient ritual, with a calm, intimate mood.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy stylization and artifacts. The imagery is consistently distorted with pronounced color grading and aggressive processing, producing a synthetic look rather than a clean capture. While some reflective surfaces and lighting cues are present, the overall clarity is compromised by distortions and noise, resulting in a low-fidelity impression. The sequence remains visually coherent in terms of composition, but the extreme processing lowers perceived realism and detail.\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt. The frames do show a central circular object with internal patterns and some lighting effects, and there is a suggestion of rotation. However, the distinctive elements described—specifically the smooth obsidian-like material, the precise vertical/horizontal camera choreography, and the explicit depiction of ancient runes animated by flowing energy—are not convincingly realized. The result is a moderate level of alignment: some aspects of the concept are present, but key details are underdeveloped or misrepresented due to stylization and processing.\n\nPhysical/Common-sense Consistency:\nThe scene maintains basic physical plausibility: the object appears to float with plausible reflections and lighting, and the internal patterns behave in a way consistent with a contained environment. Yet the heavy stylization and lack of clear material properties reduce the sense of physical authenticity. There are no glaring physics violations, but the presentation feels more artistic than physically grounded.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 2,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 2.21875,
+                    "TA": 1.3046875,
+                    "MQ": 2.390625,
+                    "Overall": 5.9375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a horizontal camera movement that tracks a central subject in a slow, graceful spiral, focusing on a magnetically levitated alchemy furnace made of smooth obsidian-like material suspended in a futuristic quiet room. The room features a minimalist gray composite wall and floor, with a soft violet glow inside the furnace and a subtle atmospheric haze. The scene should show the furnace rotating and spiraling upward, with ancient runes on the surface animated by flowing energy, and cool white highlights from ceiling strips contrasted with warm purple light filtering through the interior. Overall, the prompt envisions a blend of technological sophistication and ancient ritual, with a calm, intimate mood.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy stylization and artifacts. The imagery is consistently distorted with pronounced color grading and aggressive processing, producing a synthetic look rather than a clean capture. While some reflective surfaces and lighting cues are present, the overall clarity is compromised by distortions and noise, resulting in a low-fidelity impression. The sequence remains visually coherent in terms of composition, but the extreme processing lowers perceived realism and detail.\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt. The frames do show a central circular object with internal patterns and some lighting effects, and there is a suggestion of rotation. However, the distinctive elements described—specifically the smooth obsidian-like material, the precise vertical/horizontal camera choreography, and the explicit depiction of ancient runes animated by flowing energy—are not convincingly realized. The result is a moderate level of alignment: some aspects of the concept are present, but key details are underdeveloped or misrepresented due to stylization and processing.\n\nPhysical/Common-sense Consistency:\nThe scene maintains basic physical plausibility: the object appears to float with plausible reflections and lighting, and the internal patterns behave in a way consistent with a contained environment. Yet the heavy stylization and lack of clear material properties reduce the sense of physical authenticity. There are no glaring physics violations, but the presentation feels more artistic than physically grounded.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_15/index_tensor([4163, 4163])_group_15_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_15/index_tensor([4163, 4163])_group_15_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..9cdd429c3a63bd837bf3f3487b969bb1194f4c9e
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_15/index_tensor([4163, 4163])_group_15_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "smooth tracking motion, slowly circling counterclockwise, transports viewers to a tranquil underwater world composed entirely of deep blue voxels, focusing on a massive, upside-down jellyfish. Composed of translucent voxels emitting an ethereal blue and soft purple glow, the jellyfish's bell-shaped body rests securely on a blocky \"seafloor,\" while its delicate, branching tentacles gracefully reach toward the waters above. Its rhythmic pulse pulses, each gentle yet powerful contraction releasing clusters of vibrantly colored, glowing pixelated blocks from the tips of its tentacles. As if guided by an unseen force, these blocks, in shades of warm orange, vibrant pink, and electric green, fly outward with intelligent precision, clicking seamlessly into the fabric of a complex coral reef fortress rising from the ground, gradually building up majestic towers, elegant arches, and intricate lattices. The entire construction process is illuminated by the light emitted by the jellyfish itself and the newly built blocks, casting dynamic, chiseled geometric shadows in the deep voxel ocean. Countless tiny glowing voxel particles float around like plankton, creating a peaceful and magical atmosphere that is both creative and hypnotic.",
+        "seed": 3954,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_15/index_4163_seed_3954_dp_30_rank_60_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.2890625,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.03125,
+        "video_score2_overall": 3.328125,
+        "avg": 3.328125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "smooth tracking motion, slowly circling counterclockwise, transports viewers to a tranquil underwater world composed entirely of deep blue voxels, focusing on a massive, upside-down jellyfish. Composed of translucent voxels emitting an ethereal blue and soft purple glow, the jellyfish's bell-shaped body rests securely on a blocky \"seafloor,\" while its delicate, branching tentacles gracefully reach toward the waters above. Its rhythmic pulse pulses, each gentle yet powerful contraction releasing clusters of vibrantly colored, glowing pixelated blocks from the tips of its tentacles. As if guided by an unseen force, these blocks, in shades of warm orange, vibrant pink, and electric green, fly outward with intelligent precision, clicking seamlessly into the fabric of a complex coral reef fortress rising from the ground, gradually building up majestic towers, elegant arches, and intricate lattices. The entire construction process is illuminated by the light emitted by the jellyfish itself and the newly built blocks, casting dynamic, chiseled geometric shadows in the deep voxel ocean. Countless tiny glowing voxel particles float around like plankton, creating a peaceful and magical atmosphere that is both creative and hypnotic.",
+                "token_credit_reward": 3.328125,
+                "selected_reward": 3.328125,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Smooth tracking motion, slowly circling counterclockwise\n- Transports viewers to a tranquil underwater world composed entirely of deep blue voxels\n- Focusing on a massive, upside-down jellyfish\n- Composed of translucent voxels emitting an ethereal blue and soft purple glow\n- The jellyfish's bell-shaped body rests securely on a blocky \"seafloor\"\n- Delicate, branching tentacles gracefully reach toward the waters above\n- Its rhythmic pulse pulses, each gentle yet powerful contraction releasing clusters of vibrantly colored, glowing pixelated blocks from the tips of its tentacles\n- As if guided by an unseen force, these blocks, in shades of warm orange, vibrant pink, and electric green, fly outward with intelligent precision, clicking seamlessly into the fabric of a complex coral reef fortress rising from the ground\n- Gradually building up majestic towers, elegant arches, and intricate lattices\n- The entire construction process is illuminated by the light emitted by the jellyfish itself and the newly built blocks, casting dynamic, chiseled geometric shadows in the deep voxel ocean\n- Countless tiny glowing voxel particles float around like plankton, creating a peaceful and magical atmosphere that is both creative and hypnotic\n\nNow let me examine the frames:\n\nLooking at the frames, I can see:\n- There appears to be some kind of abstract geometric patterns with blue coloring\n- The patterns seem to have some movement and transformation between frames\n- There are some striped or banded patterns visible\n- The overall aesthetic does seem to have a blue/teal color scheme which could relate to the underwater theme\n- However, it's very difficult to make out any clear recognizable forms or objects\n\nVisual Quality Analysis:\nThe video exhibits extremely poor visual quality. The imagery is dominated by heavy pixelation, severe compression artifacts, and pronounced digital noise. Colors are oversaturated and muddy, with little discernible detail or clarity. The sequence lacks stable geometry and smooth transitions, resulting in a chaotic, low-fidelity presentation that fails to convey a coherent scene.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is effectively absent. The frames do not reveal a jellyfish, an underwater environment, or the described construction sequence. The visuals resemble abstract geometric patterns rather than the intended narrative, and there is no convincing correspondence to the prompt’s core elements.\n\nPhysical/Common-sense Consistency:\nThere is no plausible physical behavior or common-sense coherence. The imagery does not demonstrate consistent lighting, material properties, or motion that would support an underwater scene or the described construction dynamics. The result reads as a random, artifact-driven composition rather than a physically plausible or narratively coherent video.\n\nOverall assessment:\nThe video demonstrates severe deficiencies across all three dimensions, with no meaningful alignment to the requested prompt and minimal perceptual coherence.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.2890625,
+                    "TA": 1.0078125,
+                    "MQ": 1.03125,
+                    "Overall": 3.328125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Smooth tracking motion, slowly circling counterclockwise\n- Transports viewers to a tranquil underwater world composed entirely of deep blue voxels\n- Focusing on a massive, upside-down jellyfish\n- Composed of translucent voxels emitting an ethereal blue and soft purple glow\n- The jellyfish's bell-shaped body rests securely on a blocky \"seafloor\"\n- Delicate, branching tentacles gracefully reach toward the waters above\n- Its rhythmic pulse pulses, each gentle yet powerful contraction releasing clusters of vibrantly colored, glowing pixelated blocks from the tips of its tentacles\n- As if guided by an unseen force, these blocks, in shades of warm orange, vibrant pink, and electric green, fly outward with intelligent precision, clicking seamlessly into the fabric of a complex coral reef fortress rising from the ground\n- Gradually building up majestic towers, elegant arches, and intricate lattices\n- The entire construction process is illuminated by the light emitted by the jellyfish itself and the newly built blocks, casting dynamic, chiseled geometric shadows in the deep voxel ocean\n- Countless tiny glowing voxel particles float around like plankton, creating a peaceful and magical atmosphere that is both creative and hypnotic\n\nNow let me examine the frames:\n\nLooking at the frames, I can see:\n- There appears to be some kind of abstract geometric patterns with blue coloring\n- The patterns seem to have some movement and transformation between frames\n- There are some striped or banded patterns visible\n- The overall aesthetic does seem to have a blue/teal color scheme which could relate to the underwater theme\n- However, it's very difficult to make out any clear recognizable forms or objects\n\nVisual Quality Analysis:\nThe video exhibits extremely poor visual quality. The imagery is dominated by heavy pixelation, severe compression artifacts, and pronounced digital noise. Colors are oversaturated and muddy, with little discernible detail or clarity. The sequence lacks stable geometry and smooth transitions, resulting in a chaotic, low-fidelity presentation that fails to convey a coherent scene.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is effectively absent. The frames do not reveal a jellyfish, an underwater environment, or the described construction sequence. The visuals resemble abstract geometric patterns rather than the intended narrative, and there is no convincing correspondence to the prompt’s core elements.\n\nPhysical/Common-sense Consistency:\nThere is no plausible physical behavior or common-sense coherence. The imagery does not demonstrate consistent lighting, material properties, or motion that would support an underwater scene or the described construction dynamics. The result reads as a random, artifact-driven composition rather than a physically plausible or narratively coherent video.\n\nOverall assessment:\nThe video demonstrates severe deficiencies across all three dimensions, with no meaningful alignment to the requested prompt and minimal perceptual coherence.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
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+        "seed": 3955,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_15/index_4163_seed_3955_dp_30_rank_60_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.4609375,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.046875,
+        "video_score2_overall": 3.515625,
+        "avg": 3.515625,
+        "reward_records": [
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+                "question_id": "videoscore2_overall",
+                "question": "smooth tracking motion, slowly circling counterclockwise, transports viewers to a tranquil underwater world composed entirely of deep blue voxels, focusing on a massive, upside-down jellyfish. Composed of translucent voxels emitting an ethereal blue and soft purple glow, the jellyfish's bell-shaped body rests securely on a blocky \"seafloor,\" while its delicate, branching tentacles gracefully reach toward the waters above. Its rhythmic pulse pulses, each gentle yet powerful contraction releasing clusters of vibrantly colored, glowing pixelated blocks from the tips of its tentacles. As if guided by an unseen force, these blocks, in shades of warm orange, vibrant pink, and electric green, fly outward with intelligent precision, clicking seamlessly into the fabric of a complex coral reef fortress rising from the ground, gradually building up majestic towers, elegant arches, and intricate lattices. The entire construction process is illuminated by the light emitted by the jellyfish itself and the newly built blocks, casting dynamic, chiseled geometric shadows in the deep voxel ocean. Countless tiny glowing voxel particles float around like plankton, creating a peaceful and magical atmosphere that is both creative and hypnotic.",
+                "token_credit_reward": 3.515625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Smooth tracking motion, slowly circling counterclockwise\n- Transports viewers to a tranquil underwater world composed entirely of deep blue voxels\n- Focusing on a massive, upside-down jellyfish\n- Composed of translucent voxels emitting an ethereal blue and soft purple glow\n- The jellyfish's bell-shaped body rests securely on a blocky \"seafloor\"\n- Delicate, branching tentacles gracefully reach toward the waters above\n- Its rhythmic pulse pulses, each gentle yet powerful contraction releasing clusters of vibrantly colored, glowing pixelated blocks from the tips of its tentacles\n- As if guided by an unseen force, these blocks, in shades of warm orange, vibrant pink, and electric green, fly outward with intelligent precision, clicking seamlessly into the fabric of a complex coral reef fortress rising from the ground\n- Gradually building up majestic towers, elegant arches, and intricate lattices\n- The entire construction process is illuminated by the light emitted by the jellyfish itself and the newly built blocks, casting dynamic, chiseled geometric shadows in the deep voxel ocean\n- Countless tiny glowing voxel particles float around like plankton, creating a peaceful and magical atmosphere that is both creative and hypnotic\n\nNow let me examine the frames:\n\nLooking at the frames, I can see:\n- There appears to be some kind of blue and colorful pixelated pattern\n- The images show what looks like a grid or mesh pattern with blue and other colored pixels\n- There seems to be some kind of tracking or movement between frames\n- The overall aesthetic does seem to have a digital/pixelated quality\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation, heavy compression artifacts, and pervasive noise that obscure details. Colors appear oversaturated and muddy, with pronounced banding and aliasing. The imagery lacks sharpness and fine texture, making it difficult to discern meaningful content. Given these characteristics, the video would be rated at the lowest end of the scale (score 1).\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is effectively absent. The frames do not clearly depict a jellyfish, an underwater scene, or the described construction sequence. The imagery is dominated by abstract pixelated patterns rather than the specified narrative elements, resulting in a near-complete mismatch with the requested content (score 1).\n\nPhysical/Common-sense Consistency:\nThere is no coherent physical or common-sense narrative evident in the visuals. The abstract pixel patterns do not establish plausible interactions, gravity, or material behavior, and any implied dynamics are not interpretable. This yields a minimal level of consistency (score 1).\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.4609375,
+                    "TA": 1.0078125,
+                    "MQ": 1.046875,
+                    "Overall": 3.515625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Smooth tracking motion, slowly circling counterclockwise\n- Transports viewers to a tranquil underwater world composed entirely of deep blue voxels\n- Focusing on a massive, upside-down jellyfish\n- Composed of translucent voxels emitting an ethereal blue and soft purple glow\n- The jellyfish's bell-shaped body rests securely on a blocky \"seafloor\"\n- Delicate, branching tentacles gracefully reach toward the waters above\n- Its rhythmic pulse pulses, each gentle yet powerful contraction releasing clusters of vibrantly colored, glowing pixelated blocks from the tips of its tentacles\n- As if guided by an unseen force, these blocks, in shades of warm orange, vibrant pink, and electric green, fly outward with intelligent precision, clicking seamlessly into the fabric of a complex coral reef fortress rising from the ground\n- Gradually building up majestic towers, elegant arches, and intricate lattices\n- The entire construction process is illuminated by the light emitted by the jellyfish itself and the newly built blocks, casting dynamic, chiseled geometric shadows in the deep voxel ocean\n- Countless tiny glowing voxel particles float around like plankton, creating a peaceful and magical atmosphere that is both creative and hypnotic\n\nNow let me examine the frames:\n\nLooking at the frames, I can see:\n- There appears to be some kind of blue and colorful pixelated pattern\n- The images show what looks like a grid or mesh pattern with blue and other colored pixels\n- There seems to be some kind of tracking or movement between frames\n- The overall aesthetic does seem to have a digital/pixelated quality\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation, heavy compression artifacts, and pervasive noise that obscure details. Colors appear oversaturated and muddy, with pronounced banding and aliasing. The imagery lacks sharpness and fine texture, making it difficult to discern meaningful content. Given these characteristics, the video would be rated at the lowest end of the scale (score 1).\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is effectively absent. The frames do not clearly depict a jellyfish, an underwater scene, or the described construction sequence. The imagery is dominated by abstract pixelated patterns rather than the specified narrative elements, resulting in a near-complete mismatch with the requested content (score 1).\n\nPhysical/Common-sense Consistency:\nThere is no coherent physical or common-sense narrative evident in the visuals. The abstract pixel patterns do not establish plausible interactions, gravity, or material behavior, and any implied dynamics are not interpretable. This yields a minimal level of consistency (score 1).\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
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+        "seed": 3956,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_15/index_4163_seed_3956_dp_31_rank_62_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.96875,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.109375,
+        "video_score2_overall": 4.0625,
+        "avg": 4.0859375,
+        "reward_records": [
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+                "question_id": "videoscore2_overall",
+                "question": "smooth tracking motion, slowly circling counterclockwise, transports viewers to a tranquil underwater world composed entirely of deep blue voxels, focusing on a massive, upside-down jellyfish. Composed of translucent voxels emitting an ethereal blue and soft purple glow, the jellyfish's bell-shaped body rests securely on a blocky \"seafloor,\" while its delicate, branching tentacles gracefully reach toward the waters above. Its rhythmic pulse pulses, each gentle yet powerful contraction releasing clusters of vibrantly colored, glowing pixelated blocks from the tips of its tentacles. As if guided by an unseen force, these blocks, in shades of warm orange, vibrant pink, and electric green, fly outward with intelligent precision, clicking seamlessly into the fabric of a complex coral reef fortress rising from the ground, gradually building up majestic towers, elegant arches, and intricate lattices. The entire construction process is illuminated by the light emitted by the jellyfish itself and the newly built blocks, casting dynamic, chiseled geometric shadows in the deep voxel ocean. Countless tiny glowing voxel particles float around like plankton, creating a peaceful and magical atmosphere that is both creative and hypnotic.",
+                "token_credit_reward": 4.0625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a smooth tracking motion around a large, upside-down jellyfish in an underwater world made of deep blue voxels. The jellyfish should be translucent with an ethereal blue and soft purple glow, resting on a blocky seafloor. Its bell should pulse rhythmically, and clusters of vibrantly colored, glowing pixelated blocks should fly outward from the tentacles, guided by an unseen force, forming a coral reef fortress with towers, arches, and lattices. The scene should be illuminated by the jellyfish’s light and show dynamic, chiseled geometric shadows, with tiny glowing voxel particles like plankton.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy processing artifacts and distortions. The imagery is abstract and lacks clear structure, with pronounced digital noise and color banding. The resolution appears low and the overall clarity is poor, making it difficult to discern meaningful content or motion. The result reads as a corrupted or heavily compressed sequence rather than a coherent, high-quality render.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not reveal a jellyfish, an underwater scene, or the described construction process. Instead, they present an indistinct, noisy texture with no recognizable elements matching the requested narrative. The core concept—tracking a jellyfish and building a coral reef fortress—is not realized in the footage.\n\nPhysical/Common-sense Consistency:\nThe content does not exhibit plausible physical behavior or common-sense coherence. The heavy distortion and lack of identifiable objects prevent any meaningful assessment of dynamics or interactions. The result is a fragmented, incoherent visual experience that fails to convey the intended scenario.\n\nOverall, the video demonstrates severe deficiencies across all three dimensions, with no discernible alignment to the original prompt.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.96875,
+                    "TA": 1.0078125,
+                    "MQ": 1.109375,
+                    "Overall": 4.0625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a smooth tracking motion around a large, upside-down jellyfish in an underwater world made of deep blue voxels. The jellyfish should be translucent with an ethereal blue and soft purple glow, resting on a blocky seafloor. Its bell should pulse rhythmically, and clusters of vibrantly colored, glowing pixelated blocks should fly outward from the tentacles, guided by an unseen force, forming a coral reef fortress with towers, arches, and lattices. The scene should be illuminated by the jellyfish’s light and show dynamic, chiseled geometric shadows, with tiny glowing voxel particles like plankton.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy processing artifacts and distortions. The imagery is abstract and lacks clear structure, with pronounced digital noise and color banding. The resolution appears low and the overall clarity is poor, making it difficult to discern meaningful content or motion. The result reads as a corrupted or heavily compressed sequence rather than a coherent, high-quality render.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not reveal a jellyfish, an underwater scene, or the described construction process. Instead, they present an indistinct, noisy texture with no recognizable elements matching the requested narrative. The core concept—tracking a jellyfish and building a coral reef fortress—is not realized in the footage.\n\nPhysical/Common-sense Consistency:\nThe content does not exhibit plausible physical behavior or common-sense coherence. The heavy distortion and lack of identifiable objects prevent any meaningful assessment of dynamics or interactions. The result is a fragmented, incoherent visual experience that fails to convey the intended scenario.\n\nOverall, the video demonstrates severe deficiencies across all three dimensions, with no discernible alignment to the original prompt.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "smooth tracking motion, slowly circling counterclockwise, transports viewers to a tranquil underwater world composed entirely of deep blue voxels, focusing on a massive, upside-down jellyfish. Composed of translucent voxels emitting an ethereal blue and soft purple glow, the jellyfish's bell-shaped body rests securely on a blocky \"seafloor,\" while its delicate, branching tentacles gracefully reach toward the waters above. Its rhythmic pulse pulses, each gentle yet powerful contraction releasing clusters of vibrantly colored, glowing pixelated blocks from the tips of its tentacles. As if guided by an unseen force, these blocks, in shades of warm orange, vibrant pink, and electric green, fly outward with intelligent precision, clicking seamlessly into the fabric of a complex coral reef fortress rising from the ground, gradually building up majestic towers, elegant arches, and intricate lattices. The entire construction process is illuminated by the light emitted by the jellyfish itself and the newly built blocks, casting dynamic, chiseled geometric shadows in the deep voxel ocean. Countless tiny glowing voxel particles float around like plankton, creating a peaceful and magical atmosphere that is both creative and hypnotic.",
+        "seed": 3957,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_15/index_4163_seed_3957_dp_31_rank_62_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.34375,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.046875,
+        "video_score2_overall": 3.390625,
+        "avg": 3.3984375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "smooth tracking motion, slowly circling counterclockwise, transports viewers to a tranquil underwater world composed entirely of deep blue voxels, focusing on a massive, upside-down jellyfish. Composed of translucent voxels emitting an ethereal blue and soft purple glow, the jellyfish's bell-shaped body rests securely on a blocky \"seafloor,\" while its delicate, branching tentacles gracefully reach toward the waters above. Its rhythmic pulse pulses, each gentle yet powerful contraction releasing clusters of vibrantly colored, glowing pixelated blocks from the tips of its tentacles. As if guided by an unseen force, these blocks, in shades of warm orange, vibrant pink, and electric green, fly outward with intelligent precision, clicking seamlessly into the fabric of a complex coral reef fortress rising from the ground, gradually building up majestic towers, elegant arches, and intricate lattices. The entire construction process is illuminated by the light emitted by the jellyfish itself and the newly built blocks, casting dynamic, chiseled geometric shadows in the deep voxel ocean. Countless tiny glowing voxel particles float around like plankton, creating a peaceful and magical atmosphere that is both creative and hypnotic.",
+                "token_credit_reward": 3.390625,
+                "selected_reward": 3.390625,
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+                "credit_map_shape": [
+                    3,
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+                ],
+                "top_frames": [
+                    2,
+                    0,
+                    1
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Smooth tracking motion, slowly circling counterclockwise\n- Transports viewers to a tranquil underwater world composed entirely of deep blue voxels\n- Focusing on a massive, upside-down jellyfish\n- Composed of translucent voxels emitting an ethereal blue and soft purple glow\n- The jellyfish's bell-shaped body rests securely on a blocky \"seafloor\"\n- Delicate, branching tentacles gracefully reach toward the waters above\n- Its rhythmic pulse pulses, each gentle yet powerful contraction releasing clusters of vibrantly colored, glowing pixelated blocks from the tips of its tentacles\n- As if guided by an unseen force, these blocks, in shades of warm orange, vibrant pink, and electric green, fly outward with intelligent precision, clicking seamlessly into the fabric of a complex coral reef fortress rising from the ground\n- Gradually building up majestic towers, elegant arches, and intricate lattices\n- The entire construction process is illuminated by the light emitted by the jellyfish itself and the newly built blocks, casting dynamic, chiseled geometric shadows in the deep voxel ocean\n- Countless tiny glowing voxel particles float around like plankton, creating a peaceful and magical atmosphere that is both creative and hypnotic\n\nNow let me examine the frames:\n\nLooking at the frames, I can see:\n- There appears to be some kind of blue pattern or structure\n- The images show what looks like a grid-like pattern with blue coloring\n- There seems to be some kind of striped or banded pattern\n- The overall image quality appears quite poor with pixelation and distortion\n- The frames seem to show some kind of digital or pixelated pattern that could potentially be interpreted as a jellyfish or marine creature\n\nVisual Quality Analysis:\nThe visual quality is severely degraded across the sequence. The frames exhibit extreme pixelation, heavy compression artifacts, and pervasive noise that obscure any meaningful detail. Color fidelity is inconsistent, with pronounced banding and color bleeding, and there is noticeable frame-to-frame instability that disrupts coherence. Overall, the video presents a near unusable visual experience with minimal discernible content.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is effectively absent. The frames do not clearly depict a jellyfish, an underwater scene, or the described construction process. The imagery is too abstract and distorted to convey the intended narrative, resulting in a complete mismatch between the prompt and the visual output.\n\nPhysical/Common-sense Consistency:\nThere is no coherent physical logic or common-sense interpretation that can be ascribed to the visuals. The abstract patterns and artifacts do not form a plausible or interpretable scene, making any assessment of physical consistency impossible.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.34375,
+                    "TA": 1.0078125,
+                    "MQ": 1.046875,
+                    "Overall": 3.390625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Smooth tracking motion, slowly circling counterclockwise\n- Transports viewers to a tranquil underwater world composed entirely of deep blue voxels\n- Focusing on a massive, upside-down jellyfish\n- Composed of translucent voxels emitting an ethereal blue and soft purple glow\n- The jellyfish's bell-shaped body rests securely on a blocky \"seafloor\"\n- Delicate, branching tentacles gracefully reach toward the waters above\n- Its rhythmic pulse pulses, each gentle yet powerful contraction releasing clusters of vibrantly colored, glowing pixelated blocks from the tips of its tentacles\n- As if guided by an unseen force, these blocks, in shades of warm orange, vibrant pink, and electric green, fly outward with intelligent precision, clicking seamlessly into the fabric of a complex coral reef fortress rising from the ground\n- Gradually building up majestic towers, elegant arches, and intricate lattices\n- The entire construction process is illuminated by the light emitted by the jellyfish itself and the newly built blocks, casting dynamic, chiseled geometric shadows in the deep voxel ocean\n- Countless tiny glowing voxel particles float around like plankton, creating a peaceful and magical atmosphere that is both creative and hypnotic\n\nNow let me examine the frames:\n\nLooking at the frames, I can see:\n- There appears to be some kind of blue pattern or structure\n- The images show what looks like a grid-like pattern with blue coloring\n- There seems to be some kind of striped or banded pattern\n- The overall image quality appears quite poor with pixelation and distortion\n- The frames seem to show some kind of digital or pixelated pattern that could potentially be interpreted as a jellyfish or marine creature\n\nVisual Quality Analysis:\nThe visual quality is severely degraded across the sequence. The frames exhibit extreme pixelation, heavy compression artifacts, and pervasive noise that obscure any meaningful detail. Color fidelity is inconsistent, with pronounced banding and color bleeding, and there is noticeable frame-to-frame instability that disrupts coherence. Overall, the video presents a near unusable visual experience with minimal discernible content.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is effectively absent. The frames do not clearly depict a jellyfish, an underwater scene, or the described construction process. The imagery is too abstract and distorted to convey the intended narrative, resulting in a complete mismatch between the prompt and the visual output.\n\nPhysical/Common-sense Consistency:\nThere is no coherent physical logic or common-sense interpretation that can be ascribed to the visuals. The abstract patterns and artifacts do not form a plausible or interpretable scene, making any assessment of physical consistency impossible.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_2/index_tensor([4717, 4717])_group_2_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_2/index_tensor([4717, 4717])_group_2_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..566e032e9db51a8a66b42128584a6ec3cfba1313
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_2/index_tensor([4717, 4717])_group_2_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "On an outdoor basketball court, a low-angle, medium-length shot slowly tracks a young boy, approximately eight years old. He's intensely focused, his sweat-soaked brown hair matted to his forehead, his expression focused. Dressed in a sky-blue basketball jersey and matching shorts, he maintains a low-cut, athletic squat. His right hand expertly and rhythmically presses a bright orange basketball onto the cracked asphalt; his dribbles are low and controlled, a steady rhythm on the quiet afternoon. The warm golden light of the setting sun bathes the landscape, casting long, sharp shadows on the boy and the bouncing ball, each upward return capturing the worn, pebbled texture of the basketball. The camera's subtle tracking movements follow his every movement, keeping him at the center of the frame, while the background (a chain link fence adjacent to the park) remains softly out of focus, creating a deeply personal and unwavering atmosphere centered on the boy's solitary practice.",
+        "seed": 1764,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_2/index_4717_seed_1764_dp_4_rank_8_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.2109375,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.03125,
+        "video_score2_overall": 3.25,
+        "avg": 3.25,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "On an outdoor basketball court, a low-angle, medium-length shot slowly tracks a young boy, approximately eight years old. He's intensely focused, his sweat-soaked brown hair matted to his forehead, his expression focused. Dressed in a sky-blue basketball jersey and matching shorts, he maintains a low-cut, athletic squat. His right hand expertly and rhythmically presses a bright orange basketball onto the cracked asphalt; his dribbles are low and controlled, a steady rhythm on the quiet afternoon. The warm golden light of the setting sun bathes the landscape, casting long, sharp shadows on the boy and the bouncing ball, each upward return capturing the worn, pebbled texture of the basketball. The camera's subtle tracking movements follow his every movement, keeping him at the center of the frame, while the background (a chain link fence adjacent to the park) remains softly out of focus, creating a deeply personal and unwavering atmosphere centered on the boy's solitary practice.",
+                "token_credit_reward": 3.25,
+                "selected_reward": 3.25,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Outdoor basketball court setting\n- Low-angle, medium-length shot\n- Young boy (approximately 8 years old)\n- Boy is intensely focused with sweat-soaked brown hair\n- Boy wearing sky-blue basketball jersey and matching shorts\n- Boy maintains low-cut, athletic squat\n- Right hand pressing a bright orange basketball onto cracked asphalt\n- Boy dribbling low and controlled\n- Warm golden light of setting sun\n- Long, sharp shadows on the boy and bouncing ball\n- Camera tracking movements following his every movement\n- Background: chain link fence adjacent to park, softly out of focus\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded across the sequence. The frames exhibit extreme pixelation, heavy compression artifacts, and pronounced color distortions that render details indistinguishable. The scene is consistently blurry with little discernible sharpness, making it impossible to identify objects or actions reliably. Lighting cues are unreliable due to color shifts and noise, and there is no coherent depth or perspective. In short, the video presents a near unusable visual experience with pervasive artifacts and instability.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested content. The frames do not clearly depict an outdoor basketball court, nor a young boy performing the described actions. Key elements such as the sky-blue jersey, the bright orange basketball, the low-cut squat, and the dribbling motion are not observable. The lighting and shadows do not reflect a warm sunset, and the background does not resemble a chain-link fence. Overall, the video fails to realize the core prompt elements, resulting in a complete misalignment.\n\nPhysical/Common-sense Consistency:\nThe sequence shows severe inconsistencies with basic physical realism. The extreme degradation prevents reliable assessment of motion, scale, and interactions, and any inferred dynamics would be guesswork. There is no coherent evidence of plausible physical behavior, and the scene cannot be interpreted in a physically sensible way.\n\nGround-truth scores indicate Visual Quality = 1, Text-to-Video Alignment = 1, and Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.2109375,
+                    "TA": 1.0078125,
+                    "MQ": 1.03125,
+                    "Overall": 3.25
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Outdoor basketball court setting\n- Low-angle, medium-length shot\n- Young boy (approximately 8 years old)\n- Boy is intensely focused with sweat-soaked brown hair\n- Boy wearing sky-blue basketball jersey and matching shorts\n- Boy maintains low-cut, athletic squat\n- Right hand pressing a bright orange basketball onto cracked asphalt\n- Boy dribbling low and controlled\n- Warm golden light of setting sun\n- Long, sharp shadows on the boy and bouncing ball\n- Camera tracking movements following his every movement\n- Background: chain link fence adjacent to park, softly out of focus\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded across the sequence. The frames exhibit extreme pixelation, heavy compression artifacts, and pronounced color distortions that render details indistinguishable. The scene is consistently blurry with little discernible sharpness, making it impossible to identify objects or actions reliably. Lighting cues are unreliable due to color shifts and noise, and there is no coherent depth or perspective. In short, the video presents a near unusable visual experience with pervasive artifacts and instability.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested content. The frames do not clearly depict an outdoor basketball court, nor a young boy performing the described actions. Key elements such as the sky-blue jersey, the bright orange basketball, the low-cut squat, and the dribbling motion are not observable. The lighting and shadows do not reflect a warm sunset, and the background does not resemble a chain-link fence. Overall, the video fails to realize the core prompt elements, resulting in a complete misalignment.\n\nPhysical/Common-sense Consistency:\nThe sequence shows severe inconsistencies with basic physical realism. The extreme degradation prevents reliable assessment of motion, scale, and interactions, and any inferred dynamics would be guesswork. There is no coherent evidence of plausible physical behavior, and the scene cannot be interpreted in a physically sensible way.\n\nGround-truth scores indicate Visual Quality = 1, Text-to-Video Alignment = 1, and Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "On an outdoor basketball court, a low-angle, medium-length shot slowly tracks a young boy, approximately eight years old. He's intensely focused, his sweat-soaked brown hair matted to his forehead, his expression focused. Dressed in a sky-blue basketball jersey and matching shorts, he maintains a low-cut, athletic squat. His right hand expertly and rhythmically presses a bright orange basketball onto the cracked asphalt; his dribbles are low and controlled, a steady rhythm on the quiet afternoon. The warm golden light of the setting sun bathes the landscape, casting long, sharp shadows on the boy and the bouncing ball, each upward return capturing the worn, pebbled texture of the basketball. The camera's subtle tracking movements follow his every movement, keeping him at the center of the frame, while the background (a chain link fence adjacent to the park) remains softly out of focus, creating a deeply personal and unwavering atmosphere centered on the boy's solitary practice.",
+        "seed": 1765,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_2/index_4717_seed_1765_dp_4_rank_8_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.1875,
+        "video_score2_ta": 1.0,
+        "video_score2_mq": 1.015625,
+        "video_score2_overall": 3.203125,
+        "avg": 3.203125,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "On an outdoor basketball court, a low-angle, medium-length shot slowly tracks a young boy, approximately eight years old. He's intensely focused, his sweat-soaked brown hair matted to his forehead, his expression focused. Dressed in a sky-blue basketball jersey and matching shorts, he maintains a low-cut, athletic squat. His right hand expertly and rhythmically presses a bright orange basketball onto the cracked asphalt; his dribbles are low and controlled, a steady rhythm on the quiet afternoon. The warm golden light of the setting sun bathes the landscape, casting long, sharp shadows on the boy and the bouncing ball, each upward return capturing the worn, pebbled texture of the basketball. The camera's subtle tracking movements follow his every movement, keeping him at the center of the frame, while the background (a chain link fence adjacent to the park) remains softly out of focus, creating a deeply personal and unwavering atmosphere centered on the boy's solitary practice.",
+                "token_credit_reward": 3.203125,
+                "selected_reward": 3.203125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Outdoor basketball court setting\n- Low-angle, medium-length shot\n- Young boy (approximately 8 years old)\n- Boy is intensely focused, sweat-soaked with brown hair matted to forehead\n- Boy wearing sky-blue basketball jersey and matching shorts\n- Boy maintains low-cut, athletic squat\n- Boy's right hand pressing a bright orange basketball onto cracked asphalt\n- Boy dribbling low and controlled\n- Warm golden light of setting sun bathing landscape\n- Long, sharp shadows on boy and bouncing ball\n- Camera following boy's movements with subtle tracking\n- Background: chain link fence adjacent to park, softly out of focus\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extreme degradation that makes the content largely unreadable. There is pervasive pixelation, heavy compression artifacts, and severe color banding across the image. Fine details are indistinguishable, and the overall image quality is so poor that identifying objects or actions is not feasible. The result is effectively unusable for meaningful interpretation.\n\nText-to-Video Alignment Analysis:\nBecause the visuals are so degraded, there is no reliable evidence of alignment with the described scene. The frames do not clearly depict a boy, a basketball, a court, or any of the specified lighting or camera movements. Consequently, the alignment score should be considered at the lowest level.\n\nPhysical/Common-sense Consistency:\nWith such degraded visuals, assessing physical realism or common-sense coherence is not possible. No consistent physical interactions or plausible scene dynamics can be inferred from the frames.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.1875,
+                    "TA": 1.0,
+                    "MQ": 1.015625,
+                    "Overall": 3.203125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Outdoor basketball court setting\n- Low-angle, medium-length shot\n- Young boy (approximately 8 years old)\n- Boy is intensely focused, sweat-soaked with brown hair matted to forehead\n- Boy wearing sky-blue basketball jersey and matching shorts\n- Boy maintains low-cut, athletic squat\n- Boy's right hand pressing a bright orange basketball onto cracked asphalt\n- Boy dribbling low and controlled\n- Warm golden light of setting sun bathing landscape\n- Long, sharp shadows on boy and bouncing ball\n- Camera following boy's movements with subtle tracking\n- Background: chain link fence adjacent to park, softly out of focus\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extreme degradation that makes the content largely unreadable. There is pervasive pixelation, heavy compression artifacts, and severe color banding across the image. Fine details are indistinguishable, and the overall image quality is so poor that identifying objects or actions is not feasible. The result is effectively unusable for meaningful interpretation.\n\nText-to-Video Alignment Analysis:\nBecause the visuals are so degraded, there is no reliable evidence of alignment with the described scene. The frames do not clearly depict a boy, a basketball, a court, or any of the specified lighting or camera movements. Consequently, the alignment score should be considered at the lowest level.\n\nPhysical/Common-sense Consistency:\nWith such degraded visuals, assessing physical realism or common-sense coherence is not possible. No consistent physical interactions or plausible scene dynamics can be inferred from the frames.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "On an outdoor basketball court, a low-angle, medium-length shot slowly tracks a young boy, approximately eight years old. He's intensely focused, his sweat-soaked brown hair matted to his forehead, his expression focused. Dressed in a sky-blue basketball jersey and matching shorts, he maintains a low-cut, athletic squat. His right hand expertly and rhythmically presses a bright orange basketball onto the cracked asphalt; his dribbles are low and controlled, a steady rhythm on the quiet afternoon. The warm golden light of the setting sun bathes the landscape, casting long, sharp shadows on the boy and the bouncing ball, each upward return capturing the worn, pebbled texture of the basketball. The camera's subtle tracking movements follow his every movement, keeping him at the center of the frame, while the background (a chain link fence adjacent to the park) remains softly out of focus, creating a deeply personal and unwavering atmosphere centered on the boy's solitary practice.",
+        "seed": 1766,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_2/index_4717_seed_1766_dp_5_rank_10_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.28125,
+        "video_score2_ta": 1.0,
+        "video_score2_mq": 1.0234375,
+        "video_score2_overall": 3.3125,
+        "avg": 3.3046875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "On an outdoor basketball court, a low-angle, medium-length shot slowly tracks a young boy, approximately eight years old. He's intensely focused, his sweat-soaked brown hair matted to his forehead, his expression focused. Dressed in a sky-blue basketball jersey and matching shorts, he maintains a low-cut, athletic squat. His right hand expertly and rhythmically presses a bright orange basketball onto the cracked asphalt; his dribbles are low and controlled, a steady rhythm on the quiet afternoon. The warm golden light of the setting sun bathes the landscape, casting long, sharp shadows on the boy and the bouncing ball, each upward return capturing the worn, pebbled texture of the basketball. The camera's subtle tracking movements follow his every movement, keeping him at the center of the frame, while the background (a chain link fence adjacent to the park) remains softly out of focus, creating a deeply personal and unwavering atmosphere centered on the boy's solitary practice.",
+                "token_credit_reward": 3.3125,
+                "selected_reward": 3.3125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Outdoor basketball court setting\n- Low-angle, medium-length shot\n- Young boy (approximately 8 years old)\n- Boy is intensely focused, sweat-soaked with brown hair matted to forehead\n- Boy wearing sky-blue basketball jersey and matching shorts\n- Boy maintains low-cut, athletic squat\n- Boy's right hand pressing a bright orange basketball onto cracked asphalt\n- Boy dribbling low and controlled\n- Warm golden light of setting sun bathing landscape\n- Long, sharp shadows on boy and bouncing ball\n- Camera following boy's movements with subtle tracking\n- Background: chain link fence adjacent to park, softly out of focus\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extreme degradation that makes the content largely unreadable. The resolution is very low, with heavy pixelation and pervasive artifacts. Color bleeding and digital noise dominate, and there is noticeable instability across frames. Overall clarity is poor, with details effectively lost and the scene appearing as distorted, glitched imagery rather than a coherent video. This results in a Visual Quality score of 1.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested prompt. The frames do not depict an outdoor basketball court, nor any boy or basketball activity. Instead, they present abstract, corrupted visuals with no recognizable objects or actions corresponding to the prompt. The mismatch is complete, yielding a Text-to-Video Alignment score of 1.\n\nPhysical/Common-sense Consistency:\nThe content shows no plausible physical interactions or common-sense cues related to the described scene. The distortions prevent any meaningful assessment of physics or everyday-world coherence. The overall lack of coherent content leads to a Physical/Common-sense Consistency score of 1.\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.28125,
+                    "TA": 1.0,
+                    "MQ": 1.0234375,
+                    "Overall": 3.3125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Outdoor basketball court setting\n- Low-angle, medium-length shot\n- Young boy (approximately 8 years old)\n- Boy is intensely focused, sweat-soaked with brown hair matted to forehead\n- Boy wearing sky-blue basketball jersey and matching shorts\n- Boy maintains low-cut, athletic squat\n- Boy's right hand pressing a bright orange basketball onto cracked asphalt\n- Boy dribbling low and controlled\n- Warm golden light of setting sun bathing landscape\n- Long, sharp shadows on boy and bouncing ball\n- Camera following boy's movements with subtle tracking\n- Background: chain link fence adjacent to park, softly out of focus\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extreme degradation that makes the content largely unreadable. The resolution is very low, with heavy pixelation and pervasive artifacts. Color bleeding and digital noise dominate, and there is noticeable instability across frames. Overall clarity is poor, with details effectively lost and the scene appearing as distorted, glitched imagery rather than a coherent video. This results in a Visual Quality score of 1.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested prompt. The frames do not depict an outdoor basketball court, nor any boy or basketball activity. Instead, they present abstract, corrupted visuals with no recognizable objects or actions corresponding to the prompt. The mismatch is complete, yielding a Text-to-Video Alignment score of 1.\n\nPhysical/Common-sense Consistency:\nThe content shows no plausible physical interactions or common-sense cues related to the described scene. The distortions prevent any meaningful assessment of physics or everyday-world coherence. The overall lack of coherent content leads to a Physical/Common-sense Consistency score of 1.\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "On an outdoor basketball court, a low-angle, medium-length shot slowly tracks a young boy, approximately eight years old. He's intensely focused, his sweat-soaked brown hair matted to his forehead, his expression focused. Dressed in a sky-blue basketball jersey and matching shorts, he maintains a low-cut, athletic squat. His right hand expertly and rhythmically presses a bright orange basketball onto the cracked asphalt; his dribbles are low and controlled, a steady rhythm on the quiet afternoon. The warm golden light of the setting sun bathes the landscape, casting long, sharp shadows on the boy and the bouncing ball, each upward return capturing the worn, pebbled texture of the basketball. The camera's subtle tracking movements follow his every movement, keeping him at the center of the frame, while the background (a chain link fence adjacent to the park) remains softly out of focus, creating a deeply personal and unwavering atmosphere centered on the boy's solitary practice.",
+        "seed": 1767,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_2/index_4717_seed_1767_dp_5_rank_10_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.140625,
+        "video_score2_ta": 1.0,
+        "video_score2_mq": 1.015625,
+        "video_score2_overall": 3.15625,
+        "avg": 3.15625,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "On an outdoor basketball court, a low-angle, medium-length shot slowly tracks a young boy, approximately eight years old. He's intensely focused, his sweat-soaked brown hair matted to his forehead, his expression focused. Dressed in a sky-blue basketball jersey and matching shorts, he maintains a low-cut, athletic squat. His right hand expertly and rhythmically presses a bright orange basketball onto the cracked asphalt; his dribbles are low and controlled, a steady rhythm on the quiet afternoon. The warm golden light of the setting sun bathes the landscape, casting long, sharp shadows on the boy and the bouncing ball, each upward return capturing the worn, pebbled texture of the basketball. The camera's subtle tracking movements follow his every movement, keeping him at the center of the frame, while the background (a chain link fence adjacent to the park) remains softly out of focus, creating a deeply personal and unwavering atmosphere centered on the boy's solitary practice.",
+                "token_credit_reward": 3.15625,
+                "selected_reward": 3.15625,
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Outdoor basketball court setting\n- Low-angle, medium-length shot\n- Young boy (approximately 8 years old)\n- Boy is intensely focused, sweat-soaked with brown hair matted to forehead\n- Boy wearing sky-blue basketball jersey and matching shorts\n- Boy maintains low-cut, athletic squat\n- Boy's right hand pressing a bright orange basketball onto cracked asphalt\n- Boy dribbling low and controlled\n- Warm golden light of setting sun bathing landscape\n- Long, sharp shadows on boy and bouncing ball\n- Camera following boy's movements with subtle tracking\n- Background: chain link fence adjacent to park, softly out of focus\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded across the sequence. The frames exhibit extreme pixelation, heavy compression artifacts, and pronounced color banding that obscure details. The resolution is insufficient to resolve basic shapes, and motion blur dominates the sequence, making it impossible to discern objects or actions. The result is a consistently low-clarity presentation with little recoverable detail, indicating a very poor level of visual quality.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the video content. The frames do not reveal any outdoor court, any boy, any basketball activity, or any lighting or composition described in the prompt. The content appears unrelated to the requested scene, resulting in a complete mismatch between prompt and video.\n\nPhysical/Common-sense Consistency:\nBecause the video lacks recognizable elements corresponding to the prompt, there is no basis to assess physical realism or common-sense coherence. The sequence does not demonstrate plausible physical interactions or consistent world behavior, rendering any evaluation of physical consistency moot.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.140625,
+                    "TA": 1.0,
+                    "MQ": 1.015625,
+                    "Overall": 3.15625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Outdoor basketball court setting\n- Low-angle, medium-length shot\n- Young boy (approximately 8 years old)\n- Boy is intensely focused, sweat-soaked with brown hair matted to forehead\n- Boy wearing sky-blue basketball jersey and matching shorts\n- Boy maintains low-cut, athletic squat\n- Boy's right hand pressing a bright orange basketball onto cracked asphalt\n- Boy dribbling low and controlled\n- Warm golden light of setting sun bathing landscape\n- Long, sharp shadows on boy and bouncing ball\n- Camera following boy's movements with subtle tracking\n- Background: chain link fence adjacent to park, softly out of focus\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded across the sequence. The frames exhibit extreme pixelation, heavy compression artifacts, and pronounced color banding that obscure details. The resolution is insufficient to resolve basic shapes, and motion blur dominates the sequence, making it impossible to discern objects or actions. The result is a consistently low-clarity presentation with little recoverable detail, indicating a very poor level of visual quality.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the video content. The frames do not reveal any outdoor court, any boy, any basketball activity, or any lighting or composition described in the prompt. The content appears unrelated to the requested scene, resulting in a complete mismatch between prompt and video.\n\nPhysical/Common-sense Consistency:\nBecause the video lacks recognizable elements corresponding to the prompt, there is no basis to assess physical realism or common-sense coherence. The sequence does not demonstrate plausible physical interactions or consistent world behavior, rendering any evaluation of physical consistency moot.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_3/index_tensor([8114, 8114])_group_3_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_3/index_tensor([8114, 8114])_group_3_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..bcbfd7b829817c053e88e29b83033af78e54c79d
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_3/index_tensor([8114, 8114])_group_3_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "dramatic low-angle, wide-angle shot captures the primal fury of a stormy ocean beneath a turbulent, gray sky. In the foreground lies the skeleton of an ancient wooden shipwreck, its dark, water-soaked timbers jagged and splintered, half-submerged in the surging, churning sea. A massive wave, its surface a towering wall of deep, translucent turquoise, gathers immense force as it rises, its leading edge beginning to curl into a vast plume of brilliant white foam. With breathtaking speed and catastrophic force, the wave crashes directly onto the wreck. The impact is brutal, exploding in a chaotic spray of seawater, sending shards of black timber flying through the air. At the precise moment of collision, the camera shakes violently, as if struck by the shockwave itself, momentarily blurring the image and viscerally conveying the sheer, chaotic force of the impact, creating a terrifying and awe-inspiring atmosphere that showcases the untamed power of nature.",
+        "seed": 1158,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_3/index_8114_seed_1158_dp_6_rank_12_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 3,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.3828125,
+        "video_score2_ta": 1.3828125,
+        "video_score2_mq": 2.09375,
+        "video_score2_overall": 4.875,
+        "avg": 4.859375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dramatic low-angle, wide-angle shot captures the primal fury of a stormy ocean beneath a turbulent, gray sky. In the foreground lies the skeleton of an ancient wooden shipwreck, its dark, water-soaked timbers jagged and splintered, half-submerged in the surging, churning sea. A massive wave, its surface a towering wall of deep, translucent turquoise, gathers immense force as it rises, its leading edge beginning to curl into a vast plume of brilliant white foam. With breathtaking speed and catastrophic force, the wave crashes directly onto the wreck. The impact is brutal, exploding in a chaotic spray of seawater, sending shards of black timber flying through the air. At the precise moment of collision, the camera shakes violently, as if struck by the shockwave itself, momentarily blurring the image and viscerally conveying the sheer, chaotic force of the impact, creating a terrifying and awe-inspiring atmosphere that showcases the untamed power of nature.",
+                "token_credit_reward": 4.875,
+                "selected_reward": 4.875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dramatic maritime scene with a low-angle wide shot of a stormy ocean under a turbulent gray sky. In the foreground lies the skeleton of an ancient wooden shipwreck, its dark, water-soaked timbers jagged and splintered, half-submerged in the surging sea. A massive wave, its surface a towering wall of deep turquoise, gathers force as it rises, its leading edge curling into a vast plume of white foam. The wave then clashes with the wreckage, producing a chaotic spray of seawater and flying timber fragments, with the camera shaking to convey the impact's raw force and visceral drama.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy stylization and artifacts. The imagery is blurred and distorted, with pronounced color banding and digital noise. The resolution appears degraded, and there is noticeable instability between frames. While some blue tones hint at water, the overall clarity is poor and the scene reads as abstract rather than photorealistic. The result is a visually challenging presentation that prioritizes artistic effect over realism.\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt. Some cues—such as blue water tones and a general sense of turbulence—are present, but many key elements are not clearly realized due to the heavy processing. The dramatic low-angle wide shot and the specific shipwreck details are not distinctly visible, and the intended sequence of a massive wave breaking on the wreckage is only loosely suggested. Overall, the alignment is moderate: several core aspects exist, but important specifics are obscured by the stylization.\n\nPhysical/Common-sense Consistency:\nThe scene maintains basic physical plausibility: water dynamics and wave behavior appear coherent enough within the stylized framework, and the implied interaction between the wave and the wreckage follows reasonable physical logic. However, the extreme abstraction and artifacts obscure precise physical cues, so while no obvious violations occur, the depiction does not provide strong evidence of high-fidelity physical realism.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 2,
+                    "TA": 3,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 1.3828125,
+                    "TA": 1.3828125,
+                    "MQ": 2.09375,
+                    "Overall": 4.875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dramatic maritime scene with a low-angle wide shot of a stormy ocean under a turbulent gray sky. In the foreground lies the skeleton of an ancient wooden shipwreck, its dark, water-soaked timbers jagged and splintered, half-submerged in the surging sea. A massive wave, its surface a towering wall of deep turquoise, gathers force as it rises, its leading edge curling into a vast plume of white foam. The wave then clashes with the wreckage, producing a chaotic spray of seawater and flying timber fragments, with the camera shaking to convey the impact's raw force and visceral drama.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy stylization and artifacts. The imagery is blurred and distorted, with pronounced color banding and digital noise. The resolution appears degraded, and there is noticeable instability between frames. While some blue tones hint at water, the overall clarity is poor and the scene reads as abstract rather than photorealistic. The result is a visually challenging presentation that prioritizes artistic effect over realism.\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt. Some cues—such as blue water tones and a general sense of turbulence—are present, but many key elements are not clearly realized due to the heavy processing. The dramatic low-angle wide shot and the specific shipwreck details are not distinctly visible, and the intended sequence of a massive wave breaking on the wreckage is only loosely suggested. Overall, the alignment is moderate: several core aspects exist, but important specifics are obscured by the stylization.\n\nPhysical/Common-sense Consistency:\nThe scene maintains basic physical plausibility: water dynamics and wave behavior appear coherent enough within the stylized framework, and the implied interaction between the wave and the wreckage follows reasonable physical logic. However, the extreme abstraction and artifacts obscure precise physical cues, so while no obvious violations occur, the depiction does not provide strong evidence of high-fidelity physical realism.\n</think>\n\n(1) visual quality: 2\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "dramatic low-angle, wide-angle shot captures the primal fury of a stormy ocean beneath a turbulent, gray sky. In the foreground lies the skeleton of an ancient wooden shipwreck, its dark, water-soaked timbers jagged and splintered, half-submerged in the surging, churning sea. A massive wave, its surface a towering wall of deep, translucent turquoise, gathers immense force as it rises, its leading edge beginning to curl into a vast plume of brilliant white foam. With breathtaking speed and catastrophic force, the wave crashes directly onto the wreck. The impact is brutal, exploding in a chaotic spray of seawater, sending shards of black timber flying through the air. At the precise moment of collision, the camera shakes violently, as if struck by the shockwave itself, momentarily blurring the image and viscerally conveying the sheer, chaotic force of the impact, creating a terrifying and awe-inspiring atmosphere that showcases the untamed power of nature.",
+        "seed": 1159,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_3/index_8114_seed_1159_dp_6_rank_12_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 3,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.2890625,
+        "video_score2_ta": 1.0234375,
+        "video_score2_mq": 1.0625,
+        "video_score2_overall": 3.375,
+        "avg": 3.375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dramatic low-angle, wide-angle shot captures the primal fury of a stormy ocean beneath a turbulent, gray sky. In the foreground lies the skeleton of an ancient wooden shipwreck, its dark, water-soaked timbers jagged and splintered, half-submerged in the surging, churning sea. A massive wave, its surface a towering wall of deep, translucent turquoise, gathers immense force as it rises, its leading edge beginning to curl into a vast plume of brilliant white foam. With breathtaking speed and catastrophic force, the wave crashes directly onto the wreck. The impact is brutal, exploding in a chaotic spray of seawater, sending shards of black timber flying through the air. At the precise moment of collision, the camera shakes violently, as if struck by the shockwave itself, momentarily blurring the image and viscerally conveying the sheer, chaotic force of the impact, creating a terrifying and awe-inspiring atmosphere that showcases the untamed power of nature.",
+                "token_credit_reward": 3.375,
+                "selected_reward": 3.375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic maritime scene with a low-angle wide shot showing a stormy ocean beneath a turbulent gray sky. In the foreground there should be the skeleton of an ancient wooden shipwreck with dark water-soaked timbers jagged and splintered, half-submerged in the surging sea. A massive wave should be depicted as a towering wall of deep turquoise gathering force, with the leading edge curling into white foam. The wave should crash directly onto the wreck with explosive impact, creating a chaotic spray of seawater and sending timber fragments flying. The camera should shake violently at the moment of collision, blurring the image to convey the sheer force of nature.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The resolution is very low with pronounced pixelation and heavy compression artifacts. Color bleeding and banding are evident, and there is pervasive noise and grain. The imagery is consistently blurry with poor sharpness and frequent digital artifacts. Overall clarity is extremely limited, making it difficult to discern details or identify objects reliably. The sequence feels unstable due to distortions and flicker, further diminishing watchability.\n\nText-to-Video Alignment Analysis:\nCompared to the prompt, the video fails to deliver the intended narrative. The frames do not clearly depict a dramatic low-angle wide shot, nor a visible shipwreck or a massive wave. The imagery is too abstract and distorted to convey the described elements, resulting in essentially no meaningful alignment with the prompt.\n\nPhysical/Common-sense Consistency Analysis:\nThe extreme degradation prevents any credible assessment of physical realism or common-sense coherence. There is no reliable evidence of plausible interactions between waves, timber, or structural dynamics, and the scene cannot be interpreted in a physically consistent way.\n\nScoring Rationale:\nGiven the severe degradation and lack of recognizable content, all three dimensions receive the lowest possible score. Visual quality is effectively unusable, text-to-video alignment is non-existent, and physical/common-sense consistency cannot be established.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.2890625,
+                    "TA": 1.0234375,
+                    "MQ": 1.0625,
+                    "Overall": 3.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic maritime scene with a low-angle wide shot showing a stormy ocean beneath a turbulent gray sky. In the foreground there should be the skeleton of an ancient wooden shipwreck with dark water-soaked timbers jagged and splintered, half-submerged in the surging sea. A massive wave should be depicted as a towering wall of deep turquoise gathering force, with the leading edge curling into white foam. The wave should crash directly onto the wreck with explosive impact, creating a chaotic spray of seawater and sending timber fragments flying. The camera should shake violently at the moment of collision, blurring the image to convey the sheer force of nature.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The resolution is very low with pronounced pixelation and heavy compression artifacts. Color bleeding and banding are evident, and there is pervasive noise and grain. The imagery is consistently blurry with poor sharpness and frequent digital artifacts. Overall clarity is extremely limited, making it difficult to discern details or identify objects reliably. The sequence feels unstable due to distortions and flicker, further diminishing watchability.\n\nText-to-Video Alignment Analysis:\nCompared to the prompt, the video fails to deliver the intended narrative. The frames do not clearly depict a dramatic low-angle wide shot, nor a visible shipwreck or a massive wave. The imagery is too abstract and distorted to convey the described elements, resulting in essentially no meaningful alignment with the prompt.\n\nPhysical/Common-sense Consistency Analysis:\nThe extreme degradation prevents any credible assessment of physical realism or common-sense coherence. There is no reliable evidence of plausible interactions between waves, timber, or structural dynamics, and the scene cannot be interpreted in a physically consistent way.\n\nScoring Rationale:\nGiven the severe degradation and lack of recognizable content, all three dimensions receive the lowest possible score. Visual quality is effectively unusable, text-to-video alignment is non-existent, and physical/common-sense consistency cannot be established.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "dramatic low-angle, wide-angle shot captures the primal fury of a stormy ocean beneath a turbulent, gray sky. In the foreground lies the skeleton of an ancient wooden shipwreck, its dark, water-soaked timbers jagged and splintered, half-submerged in the surging, churning sea. A massive wave, its surface a towering wall of deep, translucent turquoise, gathers immense force as it rises, its leading edge beginning to curl into a vast plume of brilliant white foam. With breathtaking speed and catastrophic force, the wave crashes directly onto the wreck. The impact is brutal, exploding in a chaotic spray of seawater, sending shards of black timber flying through the air. At the precise moment of collision, the camera shakes violently, as if struck by the shockwave itself, momentarily blurring the image and viscerally conveying the sheer, chaotic force of the impact, creating a terrifying and awe-inspiring atmosphere that showcases the untamed power of nature.",
+        "seed": 1160,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_3/index_8114_seed_1160_dp_7_rank_14_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 3,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.2890625,
+        "video_score2_ta": 1.0234375,
+        "video_score2_mq": 1.046875,
+        "video_score2_overall": 3.359375,
+        "avg": 3.359375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dramatic low-angle, wide-angle shot captures the primal fury of a stormy ocean beneath a turbulent, gray sky. In the foreground lies the skeleton of an ancient wooden shipwreck, its dark, water-soaked timbers jagged and splintered, half-submerged in the surging, churning sea. A massive wave, its surface a towering wall of deep, translucent turquoise, gathers immense force as it rises, its leading edge beginning to curl into a vast plume of brilliant white foam. With breathtaking speed and catastrophic force, the wave crashes directly onto the wreck. The impact is brutal, exploding in a chaotic spray of seawater, sending shards of black timber flying through the air. At the precise moment of collision, the camera shakes violently, as if struck by the shockwave itself, momentarily blurring the image and viscerally conveying the sheer, chaotic force of the impact, creating a terrifying and awe-inspiring atmosphere that showcases the untamed power of nature.",
+                "token_credit_reward": 3.359375,
+                "selected_reward": 3.359375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic maritime scene with a low-angle wide shot of a stormy ocean, a decaying wooden shipwreck in the foreground, a massive wave rising with white foam, and a violent collision between the wave and the wreckage, accompanied by camera shake and an overwhelming sense of nature's power.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are severely degraded. The resolution is very low, with heavy pixelation and pervasive compression artifacts. Color bleeding and digital noise dominate the image, and there is pronounced motion blur that obscures details. The overall clarity is poor, making it difficult to discern objects or actions. Transitions between frames feel abrupt due to the heavy distortion, contributing to a jarring viewing experience. Overall, the video presents extremely poor visual quality.\n\nText-to-Video Alignment Assessment:\nThere is essentially no alignment with the prompt. The frames do not clearly depict a dramatic low-angle wide shot of a stormy ocean, nor a visible decaying wooden shipwreck in the foreground. The massive wave, its white foam, and the moment of collision are not discernible due to the severe degradation. The intended visceral impact and the dramatic interplay between wave and wreckage are not conveyed. The video fails to capture the core elements of the described scene.\n\nPhysical/Common-sense Consistency:\nBecause the visuals are so degraded, assessing physical realism is not feasible. There are no reliable cues to judge whether the depicted dynamics (wave behavior, impact timing, debris dispersion) align with real-world expectations. The extreme distortion prevents any meaningful evaluation of physical consistency.\n\nGround-truth scores:\nDim-1 Visual Quality: 1\nDim-2 Text-to-Video Alignment: 1\nDim-3 Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.2890625,
+                    "TA": 1.0234375,
+                    "MQ": 1.046875,
+                    "Overall": 3.359375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic maritime scene with a low-angle wide shot of a stormy ocean, a decaying wooden shipwreck in the foreground, a massive wave rising with white foam, and a violent collision between the wave and the wreckage, accompanied by camera shake and an overwhelming sense of nature's power.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are severely degraded. The resolution is very low, with heavy pixelation and pervasive compression artifacts. Color bleeding and digital noise dominate the image, and there is pronounced motion blur that obscures details. The overall clarity is poor, making it difficult to discern objects or actions. Transitions between frames feel abrupt due to the heavy distortion, contributing to a jarring viewing experience. Overall, the video presents extremely poor visual quality.\n\nText-to-Video Alignment Assessment:\nThere is essentially no alignment with the prompt. The frames do not clearly depict a dramatic low-angle wide shot of a stormy ocean, nor a visible decaying wooden shipwreck in the foreground. The massive wave, its white foam, and the moment of collision are not discernible due to the severe degradation. The intended visceral impact and the dramatic interplay between wave and wreckage are not conveyed. The video fails to capture the core elements of the described scene.\n\nPhysical/Common-sense Consistency:\nBecause the visuals are so degraded, assessing physical realism is not feasible. There are no reliable cues to judge whether the depicted dynamics (wave behavior, impact timing, debris dispersion) align with real-world expectations. The extreme distortion prevents any meaningful evaluation of physical consistency.\n\nGround-truth scores:\nDim-1 Visual Quality: 1\nDim-2 Text-to-Video Alignment: 1\nDim-3 Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "dramatic low-angle, wide-angle shot captures the primal fury of a stormy ocean beneath a turbulent, gray sky. In the foreground lies the skeleton of an ancient wooden shipwreck, its dark, water-soaked timbers jagged and splintered, half-submerged in the surging, churning sea. A massive wave, its surface a towering wall of deep, translucent turquoise, gathers immense force as it rises, its leading edge beginning to curl into a vast plume of brilliant white foam. With breathtaking speed and catastrophic force, the wave crashes directly onto the wreck. The impact is brutal, exploding in a chaotic spray of seawater, sending shards of black timber flying through the air. At the precise moment of collision, the camera shakes violently, as if struck by the shockwave itself, momentarily blurring the image and viscerally conveying the sheer, chaotic force of the impact, creating a terrifying and awe-inspiring atmosphere that showcases the untamed power of nature.",
+        "seed": 1161,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_3/index_8114_seed_1161_dp_7_rank_14_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 3,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.4765625,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.046875,
+        "video_score2_overall": 3.53125,
+        "avg": 3.53125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dramatic low-angle, wide-angle shot captures the primal fury of a stormy ocean beneath a turbulent, gray sky. In the foreground lies the skeleton of an ancient wooden shipwreck, its dark, water-soaked timbers jagged and splintered, half-submerged in the surging, churning sea. A massive wave, its surface a towering wall of deep, translucent turquoise, gathers immense force as it rises, its leading edge beginning to curl into a vast plume of brilliant white foam. With breathtaking speed and catastrophic force, the wave crashes directly onto the wreck. The impact is brutal, exploding in a chaotic spray of seawater, sending shards of black timber flying through the air. At the precise moment of collision, the camera shakes violently, as if struck by the shockwave itself, momentarily blurring the image and viscerally conveying the sheer, chaotic force of the impact, creating a terrifying and awe-inspiring atmosphere that showcases the untamed power of nature.",
+                "token_credit_reward": 3.53125,
+                "selected_reward": 3.53125,
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
+                    0,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic maritime scene with a stormy ocean, a turbulent gray sky, and a foreground shipwreck. It envisions a massive, translucent turquoise wave rising with force, culminating in a violent crash at the wreck, accompanied by a camera shake and an overwhelming display of nature's power.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are dominated by heavy processing and artifacts. The imagery is blurred and distorted, with color bleeding and digital noise that obscure details. While some structural elements (like grid-like patterns) remain perceptible, overall clarity is poor and the sequence feels visually unstable. The result is a low-fidelity presentation with persistent distortions rather than a clean, cinematic look.\n\nText-to-Video Alignment Assessment:\nThere is a pronounced mismatch between the prompt and what is shown. The frames do not convincingly depict a stormy sea, a visible shipwreck, or a dramatic wave–crash sequence. Instead, the content centers on abstract, artifact-driven visuals that fail to realize the described narrative. The alignment to the prompt is effectively minimal.\n\nPhysical/Common-sense Consistency:\nThe imagery lacks coherent physical behavior. Distortions and artifacts disrupt any sense of natural motion or plausible interaction among waves, wreckage, and lighting. The result is an incoherent depiction where basic physical expectations (motion, impact, and environmental response) are not satisfied.\n\nOverall assessment:\nThe video demonstrates severe deficiencies across all three dimensions, with no convincing alignment to the intended dramatic maritime scenario.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.4765625,
+                    "TA": 1.0078125,
+                    "MQ": 1.046875,
+                    "Overall": 3.53125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic maritime scene with a stormy ocean, a turbulent gray sky, and a foreground shipwreck. It envisions a massive, translucent turquoise wave rising with force, culminating in a violent crash at the wreck, accompanied by a camera shake and an overwhelming display of nature's power.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are dominated by heavy processing and artifacts. The imagery is blurred and distorted, with color bleeding and digital noise that obscure details. While some structural elements (like grid-like patterns) remain perceptible, overall clarity is poor and the sequence feels visually unstable. The result is a low-fidelity presentation with persistent distortions rather than a clean, cinematic look.\n\nText-to-Video Alignment Assessment:\nThere is a pronounced mismatch between the prompt and what is shown. The frames do not convincingly depict a stormy sea, a visible shipwreck, or a dramatic wave–crash sequence. Instead, the content centers on abstract, artifact-driven visuals that fail to realize the described narrative. The alignment to the prompt is effectively minimal.\n\nPhysical/Common-sense Consistency:\nThe imagery lacks coherent physical behavior. Distortions and artifacts disrupt any sense of natural motion or plausible interaction among waves, wreckage, and lighting. The result is an incoherent depiction where basic physical expectations (motion, impact, and environmental response) are not satisfied.\n\nOverall assessment:\nThe video demonstrates severe deficiencies across all three dimensions, with no convincing alignment to the intended dramatic maritime scenario.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_4/index_tensor([2682, 2682])_group_4_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_4/index_tensor([2682, 2682])_group_4_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..08bdd040dd2f2a48f07e41f1cc3a99da89611b1b
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_4/index_tensor([2682, 2682])_group_4_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "static, eye-level medium shot captures a quiet physical scene on the surface of a wooden desk, bathed in bright, natural sunlight streaming in from an invisible window. The light shimmers against the rich, warm grain of the polished oak, casting soft, elongated shadows. A dark gray rectangular magnet rests on the desk, its matte, slightly rough texture contrasting sharply with the desk's smooth finish. Not far away, a standard steel paperclip lies motionless, its classic looped form catching the light with a crisp, metallic sheen. Suddenly, the paperclip trembles and begins to slide, almost imperceptibly at first, then rapidly and decisively accelerating across the polished wood as it is pulled incredibly hard by invisible magnetic forces. The brief journey ends with a sharp, satisfying click, and the paperclip snaps securely onto the vertical side of the magnet, remaining perfectly still. Its silvery form now flush with the magnet's dark surface, creating the focused, clean atmosphere of a simple scientific demonstration.",
+        "seed": 11296,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_4/index_2682_seed_11296_dp_8_rank_16_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.2109375,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0390625,
+        "video_score2_overall": 3.25,
+        "avg": 3.2578125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, eye-level medium shot captures a quiet physical scene on the surface of a wooden desk, bathed in bright, natural sunlight streaming in from an invisible window. The light shimmers against the rich, warm grain of the polished oak, casting soft, elongated shadows. A dark gray rectangular magnet rests on the desk, its matte, slightly rough texture contrasting sharply with the desk's smooth finish. Not far away, a standard steel paperclip lies motionless, its classic looped form catching the light with a crisp, metallic sheen. Suddenly, the paperclip trembles and begins to slide, almost imperceptibly at first, then rapidly and decisively accelerating across the polished wood as it is pulled incredibly hard by invisible magnetic forces. The brief journey ends with a sharp, satisfying click, and the paperclip snaps securely onto the vertical side of the magnet, remaining perfectly still. Its silvery form now flush with the magnet's dark surface, creating the focused, clean atmosphere of a simple scientific demonstration.",
+                "token_credit_reward": 3.25,
+                "selected_reward": 3.25,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, eye-level medium shot\n- Quiet physical scene on wooden desk\n- Bright, natural sunlight streaming in from an invisible window\n- Light shimmers against rich, warm grain of polished oak\n- Soft, elongated shadows\n- Dark gray rectangular magnet on desk with matte, slightly rough texture\n- Standard steel paperclip lying motionless with classic looped form\n- Paperclip trembling and sliding across polished wood\n- Paperclip being pulled by invisible magnetic forces\n- Brief journey ending with sharp, satisfying click\n- Paperclip snapping securely onto vertical side of magnet\n- Silvery form flush with magnet's dark surface\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames show severe degradation that makes the content largely unreadable. The resolution is very low, with heavy blur and pronounced compression artifacts. Color bleeding and digital noise are evident, and there is noticeable frame-to-frame instability. Overall, the video is not usable for reliable interpretation, indicating a Visual Quality score of 1.\n\nText-to-Video Alignment Analysis:\nBecause the visuals are so degraded, the alignment with the described prompt cannot be established. The key elements (magnet, paperclip, desk, lighting cues) are not discernible, and the intended sequence cannot be verified. This results in a Text-to-Video Alignment score of 1.\n\nPhysical/Common-sense Consistency:\nWith no discernible objects or interactions, there is no basis to assess physical plausibility or common-sense behavior. The content does not provide any meaningful information about object relationships or motion, yielding a Physical/Common-sense Consistency score of 1.\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.2109375,
+                    "TA": 1.0078125,
+                    "MQ": 1.0390625,
+                    "Overall": 3.25
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, eye-level medium shot\n- Quiet physical scene on wooden desk\n- Bright, natural sunlight streaming in from an invisible window\n- Light shimmers against rich, warm grain of polished oak\n- Soft, elongated shadows\n- Dark gray rectangular magnet on desk with matte, slightly rough texture\n- Standard steel paperclip lying motionless with classic looped form\n- Paperclip trembling and sliding across polished wood\n- Paperclip being pulled by invisible magnetic forces\n- Brief journey ending with sharp, satisfying click\n- Paperclip snapping securely onto vertical side of magnet\n- Silvery form flush with magnet's dark surface\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames show severe degradation that makes the content largely unreadable. The resolution is very low, with heavy blur and pronounced compression artifacts. Color bleeding and digital noise are evident, and there is noticeable frame-to-frame instability. Overall, the video is not usable for reliable interpretation, indicating a Visual Quality score of 1.\n\nText-to-Video Alignment Analysis:\nBecause the visuals are so degraded, the alignment with the described prompt cannot be established. The key elements (magnet, paperclip, desk, lighting cues) are not discernible, and the intended sequence cannot be verified. This results in a Text-to-Video Alignment score of 1.\n\nPhysical/Common-sense Consistency:\nWith no discernible objects or interactions, there is no basis to assess physical plausibility or common-sense behavior. The content does not provide any meaningful information about object relationships or motion, yielding a Physical/Common-sense Consistency score of 1.\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static, eye-level medium shot captures a quiet physical scene on the surface of a wooden desk, bathed in bright, natural sunlight streaming in from an invisible window. The light shimmers against the rich, warm grain of the polished oak, casting soft, elongated shadows. A dark gray rectangular magnet rests on the desk, its matte, slightly rough texture contrasting sharply with the desk's smooth finish. Not far away, a standard steel paperclip lies motionless, its classic looped form catching the light with a crisp, metallic sheen. Suddenly, the paperclip trembles and begins to slide, almost imperceptibly at first, then rapidly and decisively accelerating across the polished wood as it is pulled incredibly hard by invisible magnetic forces. The brief journey ends with a sharp, satisfying click, and the paperclip snaps securely onto the vertical side of the magnet, remaining perfectly still. Its silvery form now flush with the magnet's dark surface, creating the focused, clean atmosphere of a simple scientific demonstration.",
+        "seed": 11297,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_4/index_2682_seed_11297_dp_8_rank_16_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.171875,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.03125,
+        "video_score2_overall": 3.21875,
+        "avg": 3.2109375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, eye-level medium shot captures a quiet physical scene on the surface of a wooden desk, bathed in bright, natural sunlight streaming in from an invisible window. The light shimmers against the rich, warm grain of the polished oak, casting soft, elongated shadows. A dark gray rectangular magnet rests on the desk, its matte, slightly rough texture contrasting sharply with the desk's smooth finish. Not far away, a standard steel paperclip lies motionless, its classic looped form catching the light with a crisp, metallic sheen. Suddenly, the paperclip trembles and begins to slide, almost imperceptibly at first, then rapidly and decisively accelerating across the polished wood as it is pulled incredibly hard by invisible magnetic forces. The brief journey ends with a sharp, satisfying click, and the paperclip snaps securely onto the vertical side of the magnet, remaining perfectly still. Its silvery form now flush with the magnet's dark surface, creating the focused, clean atmosphere of a simple scientific demonstration.",
+                "token_credit_reward": 3.21875,
+                "selected_reward": 3.21875,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, eye-level medium shot\n- Quiet physical scene on wooden desk\n- Bright, natural sunlight streaming in from an invisible window\n- Light shimmers against rich, warm grain of polished oak\n- Soft, elongated shadows\n- Dark gray rectangular magnet on desk with matte, slightly rough texture\n- Standard steel paperclip lying motionless with classic looped form\n- Paperclip trembling and sliding across polished wood\n- Paperclip being pulled by invisible magnetic forces\n- Brief journey ending with sharp, satisfying click\n- Paperclip snapping onto vertical side of magnet\n- Silvery form flush with magnet's dark surface\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit heavy pixelation, pronounced compression artifacts, and pervasive noise that obscure details. Color and contrast are inconsistent, and the imagery lacks sharpness and polish. The result is a consistently low-fidelity presentation with little discernible detail or realism.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the described prompt. The frames do not clearly depict a wooden desk, a visible window, a sunlit ambiance, or the specific objects (magnet, paperclip) or their interactions. The content appears unrelated to the requested scenario, indicating a complete mismatch between the prompt and the video content.\n\nPhysical/Common-sense Consistency:\nGiven the lack of recognizable elements and plausible interactions, there is no basis to assess physical plausibility or common-sense behavior. The sequence does not convey any coherent physical dynamics, resulting in a failure to demonstrate consistent physical reasoning.\n\nOverall assessment:\nAll three dimensions are severely deficient, reflecting a near-complete breakdown in generating a coherent, prompt-aligned video.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.171875,
+                    "TA": 1.0078125,
+                    "MQ": 1.03125,
+                    "Overall": 3.21875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, eye-level medium shot\n- Quiet physical scene on wooden desk\n- Bright, natural sunlight streaming in from an invisible window\n- Light shimmers against rich, warm grain of polished oak\n- Soft, elongated shadows\n- Dark gray rectangular magnet on desk with matte, slightly rough texture\n- Standard steel paperclip lying motionless with classic looped form\n- Paperclip trembling and sliding across polished wood\n- Paperclip being pulled by invisible magnetic forces\n- Brief journey ending with sharp, satisfying click\n- Paperclip snapping onto vertical side of magnet\n- Silvery form flush with magnet's dark surface\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit heavy pixelation, pronounced compression artifacts, and pervasive noise that obscure details. Color and contrast are inconsistent, and the imagery lacks sharpness and polish. The result is a consistently low-fidelity presentation with little discernible detail or realism.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the described prompt. The frames do not clearly depict a wooden desk, a visible window, a sunlit ambiance, or the specific objects (magnet, paperclip) or their interactions. The content appears unrelated to the requested scenario, indicating a complete mismatch between the prompt and the video content.\n\nPhysical/Common-sense Consistency:\nGiven the lack of recognizable elements and plausible interactions, there is no basis to assess physical plausibility or common-sense behavior. The sequence does not convey any coherent physical dynamics, resulting in a failure to demonstrate consistent physical reasoning.\n\nOverall assessment:\nAll three dimensions are severely deficient, reflecting a near-complete breakdown in generating a coherent, prompt-aligned video.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static, eye-level medium shot captures a quiet physical scene on the surface of a wooden desk, bathed in bright, natural sunlight streaming in from an invisible window. The light shimmers against the rich, warm grain of the polished oak, casting soft, elongated shadows. A dark gray rectangular magnet rests on the desk, its matte, slightly rough texture contrasting sharply with the desk's smooth finish. Not far away, a standard steel paperclip lies motionless, its classic looped form catching the light with a crisp, metallic sheen. Suddenly, the paperclip trembles and begins to slide, almost imperceptibly at first, then rapidly and decisively accelerating across the polished wood as it is pulled incredibly hard by invisible magnetic forces. The brief journey ends with a sharp, satisfying click, and the paperclip snaps securely onto the vertical side of the magnet, remaining perfectly still. Its silvery form now flush with the magnet's dark surface, creating the focused, clean atmosphere of a simple scientific demonstration.",
+        "seed": 11298,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_4/index_2682_seed_11298_dp_9_rank_18_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.2265625,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.046875,
+        "video_score2_overall": 3.28125,
+        "avg": 3.28125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, eye-level medium shot captures a quiet physical scene on the surface of a wooden desk, bathed in bright, natural sunlight streaming in from an invisible window. The light shimmers against the rich, warm grain of the polished oak, casting soft, elongated shadows. A dark gray rectangular magnet rests on the desk, its matte, slightly rough texture contrasting sharply with the desk's smooth finish. Not far away, a standard steel paperclip lies motionless, its classic looped form catching the light with a crisp, metallic sheen. Suddenly, the paperclip trembles and begins to slide, almost imperceptibly at first, then rapidly and decisively accelerating across the polished wood as it is pulled incredibly hard by invisible magnetic forces. The brief journey ends with a sharp, satisfying click, and the paperclip snaps securely onto the vertical side of the magnet, remaining perfectly still. Its silvery form now flush with the magnet's dark surface, creating the focused, clean atmosphere of a simple scientific demonstration.",
+                "token_credit_reward": 3.28125,
+                "selected_reward": 3.28125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, eye-level medium shot\n- Quiet physical scene on wooden desk\n- Bright, natural sunlight streaming in from an invisible window\n- Light shimmers against rich, warm grain of polished oak\n- Soft, elongated shadows\n- Dark gray rectangular magnet on desk with matte, slightly rough texture\n- Standard steel paperclip lying motionless with classic looped form\n- Paperclip trembling and sliding across polished wood\n- Paperclip being pulled by invisible magnetic forces\n- Brief journey ending with sharp, satisfying click\n- Paperclip snapping onto vertical side of magnet\n- Silvery form flush with magnet's dark surface\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit heavy pixelation, pronounced compression artifacts, and pervasive noise that obscure details. Color fidelity is inconsistent, with washed-out tones and noticeable banding. The imagery lacks sharpness and fine texture, making it difficult to discern objects or their interactions. While some basic shapes may be recognizable, the sequence does not convey a coherent or visually convincing scene. Overall, the video fails to deliver credible visual information.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the described prompt. The frames do not clearly depict a wooden desk, a visible window, a sunlit ambiance, or the specific objects (magnet, paperclip) or their interactions. The content appears abstract and distorted, with no clear evidence of the requested dynamics or spatial relationships. Consequently, the video does not satisfy the prompt requirements.\n\nPhysical/Common-sense Consistency:\nThe scene lacks plausible physical behavior. There is no convincing depiction of a paperclip moving under a magnet, nor any consistent lighting or material properties. The extreme distortion prevents any meaningful assessment of physical realism, and the overall presentation does not demonstrate believable common-sense physics.\n\nGround-truth scores indicate Visual Quality = 1, Text-to-Video Alignment = 1, and Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.2265625,
+                    "TA": 1.0078125,
+                    "MQ": 1.046875,
+                    "Overall": 3.28125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, eye-level medium shot\n- Quiet physical scene on wooden desk\n- Bright, natural sunlight streaming in from an invisible window\n- Light shimmers against rich, warm grain of polished oak\n- Soft, elongated shadows\n- Dark gray rectangular magnet on desk with matte, slightly rough texture\n- Standard steel paperclip lying motionless with classic looped form\n- Paperclip trembling and sliding across polished wood\n- Paperclip being pulled by invisible magnetic forces\n- Brief journey ending with sharp, satisfying click\n- Paperclip snapping onto vertical side of magnet\n- Silvery form flush with magnet's dark surface\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit heavy pixelation, pronounced compression artifacts, and pervasive noise that obscure details. Color fidelity is inconsistent, with washed-out tones and noticeable banding. The imagery lacks sharpness and fine texture, making it difficult to discern objects or their interactions. While some basic shapes may be recognizable, the sequence does not convey a coherent or visually convincing scene. Overall, the video fails to deliver credible visual information.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the described prompt. The frames do not clearly depict a wooden desk, a visible window, a sunlit ambiance, or the specific objects (magnet, paperclip) or their interactions. The content appears abstract and distorted, with no clear evidence of the requested dynamics or spatial relationships. Consequently, the video does not satisfy the prompt requirements.\n\nPhysical/Common-sense Consistency:\nThe scene lacks plausible physical behavior. There is no convincing depiction of a paperclip moving under a magnet, nor any consistent lighting or material properties. The extreme distortion prevents any meaningful assessment of physical realism, and the overall presentation does not demonstrate believable common-sense physics.\n\nGround-truth scores indicate Visual Quality = 1, Text-to-Video Alignment = 1, and Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static, eye-level medium shot captures a quiet physical scene on the surface of a wooden desk, bathed in bright, natural sunlight streaming in from an invisible window. The light shimmers against the rich, warm grain of the polished oak, casting soft, elongated shadows. A dark gray rectangular magnet rests on the desk, its matte, slightly rough texture contrasting sharply with the desk's smooth finish. Not far away, a standard steel paperclip lies motionless, its classic looped form catching the light with a crisp, metallic sheen. Suddenly, the paperclip trembles and begins to slide, almost imperceptibly at first, then rapidly and decisively accelerating across the polished wood as it is pulled incredibly hard by invisible magnetic forces. The brief journey ends with a sharp, satisfying click, and the paperclip snaps securely onto the vertical side of the magnet, remaining perfectly still. Its silvery form now flush with the magnet's dark surface, creating the focused, clean atmosphere of a simple scientific demonstration.",
+        "seed": 11299,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_4/index_2682_seed_11299_dp_9_rank_18_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.25,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.046875,
+        "video_score2_overall": 3.296875,
+        "avg": 3.3046875,
+        "reward_records": [
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+                "question_id": "videoscore2_overall",
+                "question": "static, eye-level medium shot captures a quiet physical scene on the surface of a wooden desk, bathed in bright, natural sunlight streaming in from an invisible window. The light shimmers against the rich, warm grain of the polished oak, casting soft, elongated shadows. A dark gray rectangular magnet rests on the desk, its matte, slightly rough texture contrasting sharply with the desk's smooth finish. Not far away, a standard steel paperclip lies motionless, its classic looped form catching the light with a crisp, metallic sheen. Suddenly, the paperclip trembles and begins to slide, almost imperceptibly at first, then rapidly and decisively accelerating across the polished wood as it is pulled incredibly hard by invisible magnetic forces. The brief journey ends with a sharp, satisfying click, and the paperclip snaps securely onto the vertical side of the magnet, remaining perfectly still. Its silvery form now flush with the magnet's dark surface, creating the focused, clean atmosphere of a simple scientific demonstration.",
+                "token_credit_reward": 3.296875,
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+                "credit_map_shape": [
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+                    32
+                ],
+                "top_frames": [
+                    1,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, eye-level medium shot\n- Quiet physical scene on wooden desk\n- Bright, natural sunlight streaming in from an invisible window\n- Light shimmers against rich, warm grain of polished oak\n- Soft, elongated shadows\n- Dark gray rectangular magnet on desk with matte, slightly rough texture\n- Standard steel paperclip lying motionless with classic looped form\n- Paperclip trembling and sliding across polished wood\n- Paperclip being pulled by invisible magnetic forces\n- Brief journey ending with sharp, satisfying click\n- Paperclip snapping securely onto vertical side of magnet\n- Silvery form flush with magnet's dark surface\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames show extreme degradation that makes the content largely unreadable. The resolution is very low, with heavy blur and pronounced compression artifacts. Color bleeding and banding are evident, and there is noticeable noise and aliasing throughout. The overall image quality is so poor that identifying objects or their interactions is impractical. This corresponds to a Visual Quality score of 1.\n\nText-to-Video Alignment Analysis:\nBecause the visuals are so degraded, none of the specific elements described in the prompt can be reliably verified in the video. The alignment between the textual description and the visual content cannot be established; the video fails to convey the requested scene. This yields a Text-to-Video Alignment score of 1.\n\nPhysical/Common-sense Consistency:\nWith no discernible objects or actions, there is no basis to assess physical plausibility or common-sense behavior. The content does not provide any coherent physical narrative, resulting in a Physical/Common-sense Consistency score of 1.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical/Common-sense Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.25,
+                    "TA": 1.0078125,
+                    "MQ": 1.046875,
+                    "Overall": 3.296875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, eye-level medium shot\n- Quiet physical scene on wooden desk\n- Bright, natural sunlight streaming in from an invisible window\n- Light shimmers against rich, warm grain of polished oak\n- Soft, elongated shadows\n- Dark gray rectangular magnet on desk with matte, slightly rough texture\n- Standard steel paperclip lying motionless with classic looped form\n- Paperclip trembling and sliding across polished wood\n- Paperclip being pulled by invisible magnetic forces\n- Brief journey ending with sharp, satisfying click\n- Paperclip snapping securely onto vertical side of magnet\n- Silvery form flush with magnet's dark surface\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames show extreme degradation that makes the content largely unreadable. The resolution is very low, with heavy blur and pronounced compression artifacts. Color bleeding and banding are evident, and there is noticeable noise and aliasing throughout. The overall image quality is so poor that identifying objects or their interactions is impractical. This corresponds to a Visual Quality score of 1.\n\nText-to-Video Alignment Analysis:\nBecause the visuals are so degraded, none of the specific elements described in the prompt can be reliably verified in the video. The alignment between the textual description and the visual content cannot be established; the video fails to convey the requested scene. This yields a Text-to-Video Alignment score of 1.\n\nPhysical/Common-sense Consistency:\nWith no discernible objects or actions, there is no basis to assess physical plausibility or common-sense behavior. The content does not provide any coherent physical narrative, resulting in a Physical/Common-sense Consistency score of 1.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical/Common-sense Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_5/index_tensor([6548, 6548])_group_5_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_5/index_tensor([6548, 6548])_group_5_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..959b65dec1ed5d32f5202a4427e928117e43a745
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_5/index_tensor([6548, 6548])_group_5_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "wide-angle shot, taken from a slightly overhead perspective, then slowly pans to the right, capturing a tranquil scene of an elderly couple with gray hair working side by side. They stand amidst a vast expanse of paddy fields, the clear water mirroring the pale blue sky and the distant, rolling hills shrouded in morning mist. The elderly man, dressed in a simple gray short-sleeved shirt, his bronzed skin etched with wrinkles; the elderly woman, wearing an elegant floral shirt, her graying hair pulled back in a simple bun. Their trouser legs are rolled up high, and they stand barefoot in the shallow, knee-deep water. Bend in sync, with a tacit understanding and composure honed by time, their left hands grasp a small bundle of juicy, green rice seedlings. With their right hands, they expertly pull out a single one, pressing its roots precisely and gently into the submerged soil. Their rhythmic movements leave behind them rows of neat, orderly, vibrant green. The soft golden sunlight in the early morning shines obliquely on the water, creating dots of golden light, giving the entire scene a warm and nostalgic tone, and creating a pastoral atmosphere of hard work, harmony and poetry.",
+        "seed": 29976,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_5/index_6548_seed_29976_dp_10_rank_20_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.3125,
+        "video_score2_ta": 1.0,
+        "video_score2_mq": 1.0234375,
+        "video_score2_overall": 3.34375,
+        "avg": 3.3359375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "wide-angle shot, taken from a slightly overhead perspective, then slowly pans to the right, capturing a tranquil scene of an elderly couple with gray hair working side by side. They stand amidst a vast expanse of paddy fields, the clear water mirroring the pale blue sky and the distant, rolling hills shrouded in morning mist. The elderly man, dressed in a simple gray short-sleeved shirt, his bronzed skin etched with wrinkles; the elderly woman, wearing an elegant floral shirt, her graying hair pulled back in a simple bun. Their trouser legs are rolled up high, and they stand barefoot in the shallow, knee-deep water. Bend in sync, with a tacit understanding and composure honed by time, their left hands grasp a small bundle of juicy, green rice seedlings. With their right hands, they expertly pull out a single one, pressing its roots precisely and gently into the submerged soil. Their rhythmic movements leave behind them rows of neat, orderly, vibrant green. The soft golden sunlight in the early morning shines obliquely on the water, creating dots of golden light, giving the entire scene a warm and nostalgic tone, and creating a pastoral atmosphere of hard work, harmony and poetry.",
+                "token_credit_reward": 3.34375,
+                "selected_reward": 3.34375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt.\n\nThe text prompt describes: \"wide-angle shot, taken from a slightly overhead perspective, then slowly pans to the right, capturing a tranquil scene of an elderly couple with gray hair working side by side. They stand amidst a vast expanse of paddy fields, the clear water mirroring the pale blue sky and the distant, rolling hills shrouded in morning mist. The elderly man, dressed in a simple gray short-sleeved shirt, his bronzed skin etched with wrinkles; the elderly woman, wearing an elegant floral shirt, her graying hair pulled back in a simple bun. Their trouser legs are rolled up high, and they stand barefoot in the shallow, knee-deep water. Bend in sync, with a tacit understanding and composure honed by time, their left hands grasp a small bundle of juicy, green rice seedlings. With their right hands, they expertly pull out a single one, pressing its roots precisely and gently into the submerged soil. Their rhythmic movements leave behind them rows of neat, orderly, vibrant green. The soft golden sunlight in the early morning shines obliquely on the water, creating dots of golden light, giving the entire scene a warm and nostalgic tone, and creating a pastoral atmosphere of hard work, harmony and poetry\"\n\nLooking at the frames provided:\n\nVisual Quality Analysis:\n- The frames exhibit extreme degradation with pervasive digital artifacts and heavy noise that render the content largely unreadable.\n- The resolution is very low and compression artifacts dominate, making it impossible to discern details or subjects.\n- There is little to no meaningful motion between frames, resulting in a static, corrupted appearance.\n- Overall, the visual quality is severely compromised and not suitable for reliable interpretation.\n\nText-to-Video Alignment Analysis:\n- The prompt describes a specific scene with elderly people working in a paddy field, yet the frames do not reveal any recognizable human figures or agricultural activity.\n- No identifiable paddy-field environment, water reflections, or the described characters are visible.\n- The content fails to reflect the requested scenario, indicating a complete misalignment with the prompt.\n\nPhysical Consistency (Common-sense):\n- Given the lack of discernible content, there is no basis to assess physical realism or common-sense plausibility.\n- The frames do not provide any coherent physical interactions or believable dynamics, so any evaluation of consistency is not feasible.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.3125,
+                    "TA": 1.0,
+                    "MQ": 1.0234375,
+                    "Overall": 3.34375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt.\n\nThe text prompt describes: \"wide-angle shot, taken from a slightly overhead perspective, then slowly pans to the right, capturing a tranquil scene of an elderly couple with gray hair working side by side. They stand amidst a vast expanse of paddy fields, the clear water mirroring the pale blue sky and the distant, rolling hills shrouded in morning mist. The elderly man, dressed in a simple gray short-sleeved shirt, his bronzed skin etched with wrinkles; the elderly woman, wearing an elegant floral shirt, her graying hair pulled back in a simple bun. Their trouser legs are rolled up high, and they stand barefoot in the shallow, knee-deep water. Bend in sync, with a tacit understanding and composure honed by time, their left hands grasp a small bundle of juicy, green rice seedlings. With their right hands, they expertly pull out a single one, pressing its roots precisely and gently into the submerged soil. Their rhythmic movements leave behind them rows of neat, orderly, vibrant green. The soft golden sunlight in the early morning shines obliquely on the water, creating dots of golden light, giving the entire scene a warm and nostalgic tone, and creating a pastoral atmosphere of hard work, harmony and poetry\"\n\nLooking at the frames provided:\n\nVisual Quality Analysis:\n- The frames exhibit extreme degradation with pervasive digital artifacts and heavy noise that render the content largely unreadable.\n- The resolution is very low and compression artifacts dominate, making it impossible to discern details or subjects.\n- There is little to no meaningful motion between frames, resulting in a static, corrupted appearance.\n- Overall, the visual quality is severely compromised and not suitable for reliable interpretation.\n\nText-to-Video Alignment Analysis:\n- The prompt describes a specific scene with elderly people working in a paddy field, yet the frames do not reveal any recognizable human figures or agricultural activity.\n- No identifiable paddy-field environment, water reflections, or the described characters are visible.\n- The content fails to reflect the requested scenario, indicating a complete misalignment with the prompt.\n\nPhysical Consistency (Common-sense):\n- Given the lack of discernible content, there is no basis to assess physical realism or common-sense plausibility.\n- The frames do not provide any coherent physical interactions or believable dynamics, so any evaluation of consistency is not feasible.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "wide-angle shot, taken from a slightly overhead perspective, then slowly pans to the right, capturing a tranquil scene of an elderly couple with gray hair working side by side. They stand amidst a vast expanse of paddy fields, the clear water mirroring the pale blue sky and the distant, rolling hills shrouded in morning mist. The elderly man, dressed in a simple gray short-sleeved shirt, his bronzed skin etched with wrinkles; the elderly woman, wearing an elegant floral shirt, her graying hair pulled back in a simple bun. Their trouser legs are rolled up high, and they stand barefoot in the shallow, knee-deep water. Bend in sync, with a tacit understanding and composure honed by time, their left hands grasp a small bundle of juicy, green rice seedlings. With their right hands, they expertly pull out a single one, pressing its roots precisely and gently into the submerged soil. Their rhythmic movements leave behind them rows of neat, orderly, vibrant green. The soft golden sunlight in the early morning shines obliquely on the water, creating dots of golden light, giving the entire scene a warm and nostalgic tone, and creating a pastoral atmosphere of hard work, harmony and poetry.",
+        "seed": 29977,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_5/index_6548_seed_29977_dp_10_rank_20_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.3359375,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.03125,
+        "video_score2_overall": 3.375,
+        "avg": 3.375,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "wide-angle shot, taken from a slightly overhead perspective, then slowly pans to the right, capturing a tranquil scene of an elderly couple with gray hair working side by side. They stand amidst a vast expanse of paddy fields, the clear water mirroring the pale blue sky and the distant, rolling hills shrouded in morning mist. The elderly man, dressed in a simple gray short-sleeved shirt, his bronzed skin etched with wrinkles; the elderly woman, wearing an elegant floral shirt, her graying hair pulled back in a simple bun. Their trouser legs are rolled up high, and they stand barefoot in the shallow, knee-deep water. Bend in sync, with a tacit understanding and composure honed by time, their left hands grasp a small bundle of juicy, green rice seedlings. With their right hands, they expertly pull out a single one, pressing its roots precisely and gently into the submerged soil. Their rhythmic movements leave behind them rows of neat, orderly, vibrant green. The soft golden sunlight in the early morning shines obliquely on the water, creating dots of golden light, giving the entire scene a warm and nostalgic tone, and creating a pastoral atmosphere of hard work, harmony and poetry.",
+                "token_credit_reward": 3.375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt.\n\nThe text prompt describes: \"wide-angle shot, taken from a slightly overhead perspective, then slowly pans to the right, capturing a tranquil scene of an elderly couple with gray hair working side by side. They stand amidst a vast expanse of paddy fields, the clear water mirroring the pale blue sky and the distant, rolling hills shrouded in morning mist. The elderly man, dressed in a simple gray short-sleeved shirt, his bronzed skin etched with wrinkles; the elderly woman, wearing an elegant floral shirt, her graying hair pulled back in a simple bun. Their trouser legs are rolled up high, and they stand barefoot in the shallow, knee-deep water. Bend in sync, with a tacit understanding and composure honed by time, their left hands grasp a small bundle of juicy, green rice seedlings. With their right hands, they expertly pull out a single one, pressing its roots precisely and gently into the submerged soil. Their rhythmic movements leave behind them rows of neat, orderly, vibrant green. The soft golden sunlight in the early morning shines obliquely on the water, creating dots of golden light, giving the entire scene a warm and nostalgic tone, and creating a pastoral atmosphere of hard work, harmony and poetry\"\n\nLooking at the frames provided:\n\nVisual Quality Analysis:\n- The frames exhibit severe visual degradation with heavy pixelation and pervasive artifacts that obscure details.\n- Color rendering is distorted and overall image fidelity is poor, making it difficult to discern subjects or scene elements.\n- The sequence shows little to no meaningful motion between frames, resulting in a static presentation rather than a coherent video flow.\n- Overall, the visual quality is extremely low (score 1).\n\nText-to-Video Alignment Analysis:\n- There is a complete mismatch with the described prompt: no elderly couple, no paddy fields, no water, no rice cultivation activity, and no golden-hour lighting.\n- The content appears unrelated to the pastoral farming scene, indicating a total failure to align with the requested description (score 1).\n\nPhysical/Common-sense Consistency:\n- Given the absence of the described scenario, there is no basis to assess plausible physical interactions or common-sense behavior related to the prompt.\n- The produced content does not reflect the expected real-world dynamics, resulting in a lack of coherent physical consistency (score 1).\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.3359375,
+                    "TA": 1.0078125,
+                    "MQ": 1.03125,
+                    "Overall": 3.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt.\n\nThe text prompt describes: \"wide-angle shot, taken from a slightly overhead perspective, then slowly pans to the right, capturing a tranquil scene of an elderly couple with gray hair working side by side. They stand amidst a vast expanse of paddy fields, the clear water mirroring the pale blue sky and the distant, rolling hills shrouded in morning mist. The elderly man, dressed in a simple gray short-sleeved shirt, his bronzed skin etched with wrinkles; the elderly woman, wearing an elegant floral shirt, her graying hair pulled back in a simple bun. Their trouser legs are rolled up high, and they stand barefoot in the shallow, knee-deep water. Bend in sync, with a tacit understanding and composure honed by time, their left hands grasp a small bundle of juicy, green rice seedlings. With their right hands, they expertly pull out a single one, pressing its roots precisely and gently into the submerged soil. Their rhythmic movements leave behind them rows of neat, orderly, vibrant green. The soft golden sunlight in the early morning shines obliquely on the water, creating dots of golden light, giving the entire scene a warm and nostalgic tone, and creating a pastoral atmosphere of hard work, harmony and poetry\"\n\nLooking at the frames provided:\n\nVisual Quality Analysis:\n- The frames exhibit severe visual degradation with heavy pixelation and pervasive artifacts that obscure details.\n- Color rendering is distorted and overall image fidelity is poor, making it difficult to discern subjects or scene elements.\n- The sequence shows little to no meaningful motion between frames, resulting in a static presentation rather than a coherent video flow.\n- Overall, the visual quality is extremely low (score 1).\n\nText-to-Video Alignment Analysis:\n- There is a complete mismatch with the described prompt: no elderly couple, no paddy fields, no water, no rice cultivation activity, and no golden-hour lighting.\n- The content appears unrelated to the pastoral farming scene, indicating a total failure to align with the requested description (score 1).\n\nPhysical/Common-sense Consistency:\n- Given the absence of the described scenario, there is no basis to assess plausible physical interactions or common-sense behavior related to the prompt.\n- The produced content does not reflect the expected real-world dynamics, resulting in a lack of coherent physical consistency (score 1).\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "wide-angle shot, taken from a slightly overhead perspective, then slowly pans to the right, capturing a tranquil scene of an elderly couple with gray hair working side by side. They stand amidst a vast expanse of paddy fields, the clear water mirroring the pale blue sky and the distant, rolling hills shrouded in morning mist. The elderly man, dressed in a simple gray short-sleeved shirt, his bronzed skin etched with wrinkles; the elderly woman, wearing an elegant floral shirt, her graying hair pulled back in a simple bun. Their trouser legs are rolled up high, and they stand barefoot in the shallow, knee-deep water. Bend in sync, with a tacit understanding and composure honed by time, their left hands grasp a small bundle of juicy, green rice seedlings. With their right hands, they expertly pull out a single one, pressing its roots precisely and gently into the submerged soil. Their rhythmic movements leave behind them rows of neat, orderly, vibrant green. The soft golden sunlight in the early morning shines obliquely on the water, creating dots of golden light, giving the entire scene a warm and nostalgic tone, and creating a pastoral atmosphere of hard work, harmony and poetry.",
+        "seed": 29978,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_5/index_6548_seed_29978_dp_11_rank_22_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.3125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.046875,
+        "video_score2_overall": 3.359375,
+        "avg": 3.3671875,
+        "reward_records": [
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+                "question_id": "videoscore2_overall",
+                "question": "wide-angle shot, taken from a slightly overhead perspective, then slowly pans to the right, capturing a tranquil scene of an elderly couple with gray hair working side by side. They stand amidst a vast expanse of paddy fields, the clear water mirroring the pale blue sky and the distant, rolling hills shrouded in morning mist. The elderly man, dressed in a simple gray short-sleeved shirt, his bronzed skin etched with wrinkles; the elderly woman, wearing an elegant floral shirt, her graying hair pulled back in a simple bun. Their trouser legs are rolled up high, and they stand barefoot in the shallow, knee-deep water. Bend in sync, with a tacit understanding and composure honed by time, their left hands grasp a small bundle of juicy, green rice seedlings. With their right hands, they expertly pull out a single one, pressing its roots precisely and gently into the submerged soil. Their rhythmic movements leave behind them rows of neat, orderly, vibrant green. The soft golden sunlight in the early morning shines obliquely on the water, creating dots of golden light, giving the entire scene a warm and nostalgic tone, and creating a pastoral atmosphere of hard work, harmony and poetry.",
+                "token_credit_reward": 3.359375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a wide-angle shot from a slightly overhead perspective, then slowly pans to the right, capturing an elderly couple with gray hair working side by side in a vast paddy field. It specifies the man in a simple gray short-sleeved shirt with bronze skin and wrinkles, the woman in an elegant floral shirt with graying hair in a simple bun, both with trousers rolled up and standing barefoot in shallow knee-deep water. The scene should show them bending in sync, grasping rice seedlings, pulling out a single one, and pressing it into the soil, leaving behind rows of vibrant green. The lighting should be soft golden sunlight in early morning, creating a warm, nostalgic, pastoral mood.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is severely degraded. The footage exhibits extreme pixelation and heavy compression artifacts that obscure details, making it impossible to discern faces, clothing, or any fine features. The imagery is dominated by abstract color patterns and digital noise, with pronounced blockiness and inconsistent exposure across frames. The result is a near-complete loss of clarity and perceptual realism, rendering the content effectively unreadable.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and what is visible. The frames do not reveal the described wide-angle overhead view, nor the elderly couple, nor the paddy-field setting, nor the specific actions (bending, grasping seedlings, etc.). The visible content appears unrelated to the requested scene, indicating a complete mismatch between prompt and output.\n\nPhysical Consistency (Common-sense):\nBecause the visuals are so degraded, there is no basis to assess plausible physical interactions or common-sense behavior. The content cannot be interpreted coherently, and any evaluation of physical consistency is not feasible.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.3125,
+                    "TA": 1.0078125,
+                    "MQ": 1.046875,
+                    "Overall": 3.359375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a wide-angle shot from a slightly overhead perspective, then slowly pans to the right, capturing an elderly couple with gray hair working side by side in a vast paddy field. It specifies the man in a simple gray short-sleeved shirt with bronze skin and wrinkles, the woman in an elegant floral shirt with graying hair in a simple bun, both with trousers rolled up and standing barefoot in shallow knee-deep water. The scene should show them bending in sync, grasping rice seedlings, pulling out a single one, and pressing it into the soil, leaving behind rows of vibrant green. The lighting should be soft golden sunlight in early morning, creating a warm, nostalgic, pastoral mood.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is severely degraded. The footage exhibits extreme pixelation and heavy compression artifacts that obscure details, making it impossible to discern faces, clothing, or any fine features. The imagery is dominated by abstract color patterns and digital noise, with pronounced blockiness and inconsistent exposure across frames. The result is a near-complete loss of clarity and perceptual realism, rendering the content effectively unreadable.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and what is visible. The frames do not reveal the described wide-angle overhead view, nor the elderly couple, nor the paddy-field setting, nor the specific actions (bending, grasping seedlings, etc.). The visible content appears unrelated to the requested scene, indicating a complete mismatch between prompt and output.\n\nPhysical Consistency (Common-sense):\nBecause the visuals are so degraded, there is no basis to assess plausible physical interactions or common-sense behavior. The content cannot be interpreted coherently, and any evaluation of physical consistency is not feasible.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "wide-angle shot, taken from a slightly overhead perspective, then slowly pans to the right, capturing a tranquil scene of an elderly couple with gray hair working side by side. They stand amidst a vast expanse of paddy fields, the clear water mirroring the pale blue sky and the distant, rolling hills shrouded in morning mist. The elderly man, dressed in a simple gray short-sleeved shirt, his bronzed skin etched with wrinkles; the elderly woman, wearing an elegant floral shirt, her graying hair pulled back in a simple bun. Their trouser legs are rolled up high, and they stand barefoot in the shallow, knee-deep water. Bend in sync, with a tacit understanding and composure honed by time, their left hands grasp a small bundle of juicy, green rice seedlings. With their right hands, they expertly pull out a single one, pressing its roots precisely and gently into the submerged soil. Their rhythmic movements leave behind them rows of neat, orderly, vibrant green. The soft golden sunlight in the early morning shines obliquely on the water, creating dots of golden light, giving the entire scene a warm and nostalgic tone, and creating a pastoral atmosphere of hard work, harmony and poetry.",
+        "seed": 29979,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_5/index_6548_seed_29979_dp_11_rank_22_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.2109375,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.015625,
+        "video_score2_overall": 3.234375,
+        "avg": 3.234375,
+        "reward_records": [
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+                "question_id": "videoscore2_overall",
+                "question": "wide-angle shot, taken from a slightly overhead perspective, then slowly pans to the right, capturing a tranquil scene of an elderly couple with gray hair working side by side. They stand amidst a vast expanse of paddy fields, the clear water mirroring the pale blue sky and the distant, rolling hills shrouded in morning mist. The elderly man, dressed in a simple gray short-sleeved shirt, his bronzed skin etched with wrinkles; the elderly woman, wearing an elegant floral shirt, her graying hair pulled back in a simple bun. Their trouser legs are rolled up high, and they stand barefoot in the shallow, knee-deep water. Bend in sync, with a tacit understanding and composure honed by time, their left hands grasp a small bundle of juicy, green rice seedlings. With their right hands, they expertly pull out a single one, pressing its roots precisely and gently into the submerged soil. Their rhythmic movements leave behind them rows of neat, orderly, vibrant green. The soft golden sunlight in the early morning shines obliquely on the water, creating dots of golden light, giving the entire scene a warm and nostalgic tone, and creating a pastoral atmosphere of hard work, harmony and poetry.",
+                "token_credit_reward": 3.234375,
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Wide-angle shot, taken from a slightly overhead perspective\n- Camera slowly pans to the right\n- Capturing a tranquil scene of an elderly couple with gray hair working side by side\n- They stand amidst a vast expanse of paddy fields\n- Clear water mirroring pale blue sky and distant, rolling hills shrouded in morning mist\n- Elderly man in simple gray short-sleeved shirt, bronze skin with wrinkles\n- Elderly woman in elegant floral shirt, graying hair in simple bun\n- Their trouser legs rolled up high, barefoot in shallow, knee-deep water\n- Left hands grasp small bundle of green rice seedlings\n- Right hands pull out a single one, pressing roots precisely and gently into submerged soil\n- Rhythmic movements leave behind rows of neat, orderly, vibrant green\n- Soft golden sunlight in early morning shines obliquely on water, creating dots of golden light\n- Warm and nostalgic tone, pastoral atmosphere of hard work, harmony and poetry\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames show severe degradation that obscures essential details. The resolution is very low, with heavy pixelation and compression artifacts. Color bleeding and banding are evident, and there is noticeable noise and grain across the image. Overall clarity is poor, making it difficult to discern subjects or scene elements. Transitions between frames appear unstable, contributing to a choppy viewing experience. Given these factors, the overall visual quality is at the lowest level (score 1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the described prompt. The frames do not reveal the elderly couple, the paddy-field setting, the specific clothing, the water-based activity, or the golden-hour lighting. The content appears unrelated to the requested pastoral scene, resulting in a complete mismatch (score 1).\n\nPhysical/Common-sense Consistency:\nBecause the visuals are so degraded, assessing physical realism or common-sense coherence is not feasible. There are no discernible cues to support plausible interactions or environmental dynamics, and the scene cannot be interpreted coherently. This yields a minimal assessment consistent with a score of 1.\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.2109375,
+                    "TA": 1.0078125,
+                    "MQ": 1.015625,
+                    "Overall": 3.234375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Wide-angle shot, taken from a slightly overhead perspective\n- Camera slowly pans to the right\n- Capturing a tranquil scene of an elderly couple with gray hair working side by side\n- They stand amidst a vast expanse of paddy fields\n- Clear water mirroring pale blue sky and distant, rolling hills shrouded in morning mist\n- Elderly man in simple gray short-sleeved shirt, bronze skin with wrinkles\n- Elderly woman in elegant floral shirt, graying hair in simple bun\n- Their trouser legs rolled up high, barefoot in shallow, knee-deep water\n- Left hands grasp small bundle of green rice seedlings\n- Right hands pull out a single one, pressing roots precisely and gently into submerged soil\n- Rhythmic movements leave behind rows of neat, orderly, vibrant green\n- Soft golden sunlight in early morning shines obliquely on water, creating dots of golden light\n- Warm and nostalgic tone, pastoral atmosphere of hard work, harmony and poetry\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames show severe degradation that obscures essential details. The resolution is very low, with heavy pixelation and compression artifacts. Color bleeding and banding are evident, and there is noticeable noise and grain across the image. Overall clarity is poor, making it difficult to discern subjects or scene elements. Transitions between frames appear unstable, contributing to a choppy viewing experience. Given these factors, the overall visual quality is at the lowest level (score 1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the described prompt. The frames do not reveal the elderly couple, the paddy-field setting, the specific clothing, the water-based activity, or the golden-hour lighting. The content appears unrelated to the requested pastoral scene, resulting in a complete mismatch (score 1).\n\nPhysical/Common-sense Consistency:\nBecause the visuals are so degraded, assessing physical realism or common-sense coherence is not feasible. There are no discernible cues to support plausible interactions or environmental dynamics, and the scene cannot be interpreted coherently. This yields a minimal assessment consistent with a score of 1.\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_6/index_tensor([1922, 1922])_group_6_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_6/index_tensor([1922, 1922])_group_6_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..4752b3fee0d0fa3bddcfb106ea9c5286824f28c5
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_6/index_tensor([1922, 1922])_group_6_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "stunning close-up, the camera tilts downward with remarkable gentleness and stability, following the spiraling, falling cover of a magic book. This cover is no rigid cardboard, but rather a giant, animated leaf, gracefully tumbling and slowly spinning in the air, its movement imbued with a natural rhythm. Delicately rendered with watercolor brushstrokes and soft pencil lines, the cover depicts a floating city in the sky above a sea of clouds. Ancient buildings, a massive, tangled tree, and a massive crystal at the castle's base are all clearly visible, brimming with imagination. The cover itself emanates a warm, soft inner glow. This golden aura permeates the paper, bringing the outlines of the city in the sky and the textures of the ancient trees to life. A dreamy halo of light emanates from its edges, creating a gentle trail of light as it swirls across the sky. The background is completely blurred and out of focus, a velvety, deep blue and purple gradient of dusk, dotted with fluffy clouds tinged with a pinkish-orange glow by the setting sun, further highlighting the luminous subject. The entire picture is full of the delicate hand-painted texture and fantasy colors that are iconic of Hayao Miyazaki's animated films. Every movement seems to be hand-painted frame by frame, with saturated and soft colors, creating a tranquil, dreamy atmosphere full of wonder and tenderness.",
+        "seed": 14049,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_6/index_1922_seed_14049_dp_12_rank_24_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.453125,
+        "video_score2_ta": 1.0,
+        "video_score2_mq": 1.0390625,
+        "video_score2_overall": 3.5,
+        "avg": 3.4921875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "stunning close-up, the camera tilts downward with remarkable gentleness and stability, following the spiraling, falling cover of a magic book. This cover is no rigid cardboard, but rather a giant, animated leaf, gracefully tumbling and slowly spinning in the air, its movement imbued with a natural rhythm. Delicately rendered with watercolor brushstrokes and soft pencil lines, the cover depicts a floating city in the sky above a sea of clouds. Ancient buildings, a massive, tangled tree, and a massive crystal at the castle's base are all clearly visible, brimming with imagination. The cover itself emanates a warm, soft inner glow. This golden aura permeates the paper, bringing the outlines of the city in the sky and the textures of the ancient trees to life. A dreamy halo of light emanates from its edges, creating a gentle trail of light as it swirls across the sky. The background is completely blurred and out of focus, a velvety, deep blue and purple gradient of dusk, dotted with fluffy clouds tinged with a pinkish-orange glow by the setting sun, further highlighting the luminous subject. The entire picture is full of the delicate hand-painted texture and fantasy colors that are iconic of Hayao Miyazaki's animated films. Every movement seems to be hand-painted frame by frame, with saturated and soft colors, creating a tranquil, dreamy atmosphere full of wonder and tenderness.",
+                "token_credit_reward": 3.5,
+                "selected_reward": 3.5,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - Clarity, Smoothness, Artifacts\n2. Text-to-Video Alignment - Fidelity to the prompt\n3. Physical/Common-sense Consistency - Naturalness and physics plausibility\n\nFirst, let me understand what the text prompt is asking for:\n- A stunning close-up with a camera tilting downward gently and steadily\n- A spiraling, falling cover of a magic book\n- The cover should be a giant, animated leaf that gracefully tumbles and spins\n- It should depict a floating city in the sky above a sea of clouds\n- Should show ancient buildings, a massive tangled tree, and a massive crystal at the castle's base\n- The cover should emanate a warm, soft inner glow\n- Golden aura should permeate the paper\n- Should have outlines of the city in the sky and textures of ancient trees\n- A dreamy halo of light should emanate from edges\n- Should create a gentle trail of light as it swirls across the sky\n- Background should be completely blurred and out of focus\n- Deep blue and purple gradient of dusk\n- Fluffy clouds tinged with pinkish-orange glow by setting sun\n- Should have delicate hand-painted texture and fantasy colors\n- Should be like Hayao Miyazaki's animated films\n- Every movement should be hand-painted frame by frame\n- Saturated and soft colors\n- Tranquil, dreamy atmosphere full of wonder and tenderness\n\nNow looking at the frames provided:\n\nVisual Quality Analysis:\nThe frames exhibit severe degradation. The imagery is dominated by heavy pixelation, pronounced compression artifacts, and color banding that obscure details. The overall sharpness is poor, with frequent blockiness and noise that obscure fine features. While some circular patterns remain perceptible, they do not convey meaningful content or aesthetic quality. In short, the video presents a very low-quality visual experience with substantial technical shortcomings.\n\nText-to-Video Alignment Analysis:\nThere is a complete mismatch between the prompt and the actual video content. The requested magical book cover with a floating city, ancient buildings, a tangled tree, a crystal, and a warm golden glow is not present. Instead, the frames show abstract geometric motifs and digital artifacts with no discernible connection to the described scene. The alignment score should reflect a total failure to translate the textual description into the visual domain.\n\nPhysical/Common-sense Consistency:\nThe visuals do not demonstrate coherent physical behavior or plausible spatial relationships. The abstract shapes and distortions do not follow any consistent physical logic, and there is no recognizable interaction or causality that would support a believable scene. Overall, the video fails to establish any credible physical or common-sense consistency.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.453125,
+                    "TA": 1.0,
+                    "MQ": 1.0390625,
+                    "Overall": 3.5
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - Clarity, Smoothness, Artifacts\n2. Text-to-Video Alignment - Fidelity to the prompt\n3. Physical/Common-sense Consistency - Naturalness and physics plausibility\n\nFirst, let me understand what the text prompt is asking for:\n- A stunning close-up with a camera tilting downward gently and steadily\n- A spiraling, falling cover of a magic book\n- The cover should be a giant, animated leaf that gracefully tumbles and spins\n- It should depict a floating city in the sky above a sea of clouds\n- Should show ancient buildings, a massive tangled tree, and a massive crystal at the castle's base\n- The cover should emanate a warm, soft inner glow\n- Golden aura should permeate the paper\n- Should have outlines of the city in the sky and textures of ancient trees\n- A dreamy halo of light should emanate from edges\n- Should create a gentle trail of light as it swirls across the sky\n- Background should be completely blurred and out of focus\n- Deep blue and purple gradient of dusk\n- Fluffy clouds tinged with pinkish-orange glow by setting sun\n- Should have delicate hand-painted texture and fantasy colors\n- Should be like Hayao Miyazaki's animated films\n- Every movement should be hand-painted frame by frame\n- Saturated and soft colors\n- Tranquil, dreamy atmosphere full of wonder and tenderness\n\nNow looking at the frames provided:\n\nVisual Quality Analysis:\nThe frames exhibit severe degradation. The imagery is dominated by heavy pixelation, pronounced compression artifacts, and color banding that obscure details. The overall sharpness is poor, with frequent blockiness and noise that obscure fine features. While some circular patterns remain perceptible, they do not convey meaningful content or aesthetic quality. In short, the video presents a very low-quality visual experience with substantial technical shortcomings.\n\nText-to-Video Alignment Analysis:\nThere is a complete mismatch between the prompt and the actual video content. The requested magical book cover with a floating city, ancient buildings, a tangled tree, a crystal, and a warm golden glow is not present. Instead, the frames show abstract geometric motifs and digital artifacts with no discernible connection to the described scene. The alignment score should reflect a total failure to translate the textual description into the visual domain.\n\nPhysical/Common-sense Consistency:\nThe visuals do not demonstrate coherent physical behavior or plausible spatial relationships. The abstract shapes and distortions do not follow any consistent physical logic, and there is no recognizable interaction or causality that would support a believable scene. Overall, the video fails to establish any credible physical or common-sense consistency.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "stunning close-up, the camera tilts downward with remarkable gentleness and stability, following the spiraling, falling cover of a magic book. This cover is no rigid cardboard, but rather a giant, animated leaf, gracefully tumbling and slowly spinning in the air, its movement imbued with a natural rhythm. Delicately rendered with watercolor brushstrokes and soft pencil lines, the cover depicts a floating city in the sky above a sea of clouds. Ancient buildings, a massive, tangled tree, and a massive crystal at the castle's base are all clearly visible, brimming with imagination. The cover itself emanates a warm, soft inner glow. This golden aura permeates the paper, bringing the outlines of the city in the sky and the textures of the ancient trees to life. A dreamy halo of light emanates from its edges, creating a gentle trail of light as it swirls across the sky. The background is completely blurred and out of focus, a velvety, deep blue and purple gradient of dusk, dotted with fluffy clouds tinged with a pinkish-orange glow by the setting sun, further highlighting the luminous subject. The entire picture is full of the delicate hand-painted texture and fantasy colors that are iconic of Hayao Miyazaki's animated films. Every movement seems to be hand-painted frame by frame, with saturated and soft colors, creating a tranquil, dreamy atmosphere full of wonder and tenderness.",
+        "seed": 14050,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_6/index_1922_seed_14050_dp_12_rank_24_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.4375,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.046875,
+        "video_score2_overall": 3.484375,
+        "avg": 3.4921875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "stunning close-up, the camera tilts downward with remarkable gentleness and stability, following the spiraling, falling cover of a magic book. This cover is no rigid cardboard, but rather a giant, animated leaf, gracefully tumbling and slowly spinning in the air, its movement imbued with a natural rhythm. Delicately rendered with watercolor brushstrokes and soft pencil lines, the cover depicts a floating city in the sky above a sea of clouds. Ancient buildings, a massive, tangled tree, and a massive crystal at the castle's base are all clearly visible, brimming with imagination. The cover itself emanates a warm, soft inner glow. This golden aura permeates the paper, bringing the outlines of the city in the sky and the textures of the ancient trees to life. A dreamy halo of light emanates from its edges, creating a gentle trail of light as it swirls across the sky. The background is completely blurred and out of focus, a velvety, deep blue and purple gradient of dusk, dotted with fluffy clouds tinged with a pinkish-orange glow by the setting sun, further highlighting the luminous subject. The entire picture is full of the delicate hand-painted texture and fantasy colors that are iconic of Hayao Miyazaki's animated films. Every movement seems to be hand-painted frame by frame, with saturated and soft colors, creating a tranquil, dreamy atmosphere full of wonder and tenderness.",
+                "token_credit_reward": 3.484375,
+                "selected_reward": 3.484375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A stunning close-up with a camera tilting downward gently and steadily\n- A spiraling, falling cover of a magic book\n- The cover should be a giant, animated leaf that is gracefully tumbling and spinning\n- It should depict a floating city in the sky above a sea of clouds\n- Should show ancient buildings, a massive tangled tree, and a massive crystal at the castle's base\n- The cover should have a warm, soft inner glow\n- Golden aura should permeate the paper\n- Should show outlines of the city in the sky and textures of ancient trees\n- A dreamy halo of light should emanate from edges\n- Should create a gentle trail of light as it swirls across the sky\n- Background should be completely blurred and out of focus\n- Deep blue and purple gradient of dusk\n- Fluffy clouds tinged with pinkish-orange glow by setting sun\n- Should have delicate hand-painted texture and fantasy colors\n- Should be like Hayao Miyazaki's animated films\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit heavy pixelation, pronounced compression artifacts, and pervasive digital noise that obscure details. The imagery reads as abstract, with distorted shapes and color bleeding that do not resemble a coherent scene. There is little to no recognizable content, making it impossible to discern any meaningful features or motion cues. The result is effectively unusable for conveying the intended artistic vision.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The requested elements—close-up perspective, a downward tilt, a spiraling falling cover, a magical leaf, a floating city, ancient buildings, a tangled tree, a crystal, warm glow, hand-painted texture, and the Miyazaki-inspired aesthetic—are not present. The frames instead show an indistinct, glitched pattern with no narrative or stylistic coherence to the prompt.\n\nPhysical/Common-sense Consistency:\nThe visuals lack any plausible physical structure or common-sense coherence. The abstract, noisy imagery does not support a believable scene or consistent spatial relationships, rendering any assessment of physical realism or logical progression untenable.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.4375,
+                    "TA": 1.0078125,
+                    "MQ": 1.046875,
+                    "Overall": 3.484375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A stunning close-up with a camera tilting downward gently and steadily\n- A spiraling, falling cover of a magic book\n- The cover should be a giant, animated leaf that is gracefully tumbling and spinning\n- It should depict a floating city in the sky above a sea of clouds\n- Should show ancient buildings, a massive tangled tree, and a massive crystal at the castle's base\n- The cover should have a warm, soft inner glow\n- Golden aura should permeate the paper\n- Should show outlines of the city in the sky and textures of ancient trees\n- A dreamy halo of light should emanate from edges\n- Should create a gentle trail of light as it swirls across the sky\n- Background should be completely blurred and out of focus\n- Deep blue and purple gradient of dusk\n- Fluffy clouds tinged with pinkish-orange glow by setting sun\n- Should have delicate hand-painted texture and fantasy colors\n- Should be like Hayao Miyazaki's animated films\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit heavy pixelation, pronounced compression artifacts, and pervasive digital noise that obscure details. The imagery reads as abstract, with distorted shapes and color bleeding that do not resemble a coherent scene. There is little to no recognizable content, making it impossible to discern any meaningful features or motion cues. The result is effectively unusable for conveying the intended artistic vision.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The requested elements—close-up perspective, a downward tilt, a spiraling falling cover, a magical leaf, a floating city, ancient buildings, a tangled tree, a crystal, warm glow, hand-painted texture, and the Miyazaki-inspired aesthetic—are not present. The frames instead show an indistinct, glitched pattern with no narrative or stylistic coherence to the prompt.\n\nPhysical/Common-sense Consistency:\nThe visuals lack any plausible physical structure or common-sense coherence. The abstract, noisy imagery does not support a believable scene or consistent spatial relationships, rendering any assessment of physical realism or logical progression untenable.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "stunning close-up, the camera tilts downward with remarkable gentleness and stability, following the spiraling, falling cover of a magic book. This cover is no rigid cardboard, but rather a giant, animated leaf, gracefully tumbling and slowly spinning in the air, its movement imbued with a natural rhythm. Delicately rendered with watercolor brushstrokes and soft pencil lines, the cover depicts a floating city in the sky above a sea of clouds. Ancient buildings, a massive, tangled tree, and a massive crystal at the castle's base are all clearly visible, brimming with imagination. The cover itself emanates a warm, soft inner glow. This golden aura permeates the paper, bringing the outlines of the city in the sky and the textures of the ancient trees to life. A dreamy halo of light emanates from its edges, creating a gentle trail of light as it swirls across the sky. The background is completely blurred and out of focus, a velvety, deep blue and purple gradient of dusk, dotted with fluffy clouds tinged with a pinkish-orange glow by the setting sun, further highlighting the luminous subject. The entire picture is full of the delicate hand-painted texture and fantasy colors that are iconic of Hayao Miyazaki's animated films. Every movement seems to be hand-painted frame by frame, with saturated and soft colors, creating a tranquil, dreamy atmosphere full of wonder and tenderness.",
+        "seed": 14051,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_6/index_1922_seed_14051_dp_13_rank_26_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.390625,
+        "video_score2_ta": 1.0,
+        "video_score2_mq": 1.0234375,
+        "video_score2_overall": 3.40625,
+        "avg": 3.4140625,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "stunning close-up, the camera tilts downward with remarkable gentleness and stability, following the spiraling, falling cover of a magic book. This cover is no rigid cardboard, but rather a giant, animated leaf, gracefully tumbling and slowly spinning in the air, its movement imbued with a natural rhythm. Delicately rendered with watercolor brushstrokes and soft pencil lines, the cover depicts a floating city in the sky above a sea of clouds. Ancient buildings, a massive, tangled tree, and a massive crystal at the castle's base are all clearly visible, brimming with imagination. The cover itself emanates a warm, soft inner glow. This golden aura permeates the paper, bringing the outlines of the city in the sky and the textures of the ancient trees to life. A dreamy halo of light emanates from its edges, creating a gentle trail of light as it swirls across the sky. The background is completely blurred and out of focus, a velvety, deep blue and purple gradient of dusk, dotted with fluffy clouds tinged with a pinkish-orange glow by the setting sun, further highlighting the luminous subject. The entire picture is full of the delicate hand-painted texture and fantasy colors that are iconic of Hayao Miyazaki's animated films. Every movement seems to be hand-painted frame by frame, with saturated and soft colors, creating a tranquil, dreamy atmosphere full of wonder and tenderness.",
+                "token_credit_reward": 3.40625,
+                "selected_reward": 3.40625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - clarity, smoothness, artifacts\n2. Text-to-Video Alignment - fidelity to the prompt\n3. Physical/Common-sense Consistency - naturalness and physics plausibility\n\nFirst, let me understand what the text prompt is asking for:\n- A stunning close-up with camera tilting downward gently and steadily\n- A spiraling, falling cover of a magic book\n- The cover should be a giant, animated leaf that tumbles and spins naturally\n- Watercolor brushstrokes and soft pencil lines rendering style\n- Should depict a floating city in the sky above a sea of clouds\n- Ancient buildings, a massive tangled tree, and a massive crystal at the castle's base\n- Warm, soft inner glow emanating from the cover\n- Golden aura permeating the paper\n- Outlines of the city in the sky and textures of ancient trees brought to life\n- Dreamy halo of light emanating from edges\n- Gentle trail of light as it swirls across the sky\n- Completely blurred and out of focus background with deep blue/purple gradient of dusk\n- Fluffy clouds tinged with pinkish-orange glow by setting sun\n- Hand-painted frame by frame movement with saturated and soft colors\n- Tranquil, dreamy atmosphere full of wonder and tenderness\n\nNow let me examine the frames:\n\nLooking at the frames, they appear to show abstract, heavily distorted imagery with various colors and patterns. There are some grid-like structures, color gradients, and what might be interpreted as digital artifacts or noise. The images seem to have a very glitchy, corrupted appearance with horizontal line patterns and various color distortions.\n\nVisual Quality Analysis:\nThe frames exhibit extreme degradation: heavy pixelation, pervasive artifacts, and severe color distortions render the content largely unreadable. The overall clarity is effectively absent, and the sequence lacks any coherent visual narrative. Transitions between frames are abrupt and unstable, contributing to a chaotic viewing experience. Given these factors, the visual quality is at the lowest level (score 1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested prompt. The frames do not present a close-up of a magic book cover, nor any of the described elements such as a floating city, ancient buildings, a tangled tree, or a crystal; instead they convey abstract digital noise. The intended artistic style and the specific scene composition are not captured, resulting in a complete mismatch (score 1).\n\nPhysical/Common-sense Consistency:\nThe abstract, glitched visuals do not reflect plausible physical behavior or common-sense expectations. There is no discernible physical interaction or spatial logic, and the content cannot be interpreted as a coherent scene. This yields a score of 1.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.390625,
+                    "TA": 1.0,
+                    "MQ": 1.0234375,
+                    "Overall": 3.40625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - clarity, smoothness, artifacts\n2. Text-to-Video Alignment - fidelity to the prompt\n3. Physical/Common-sense Consistency - naturalness and physics plausibility\n\nFirst, let me understand what the text prompt is asking for:\n- A stunning close-up with camera tilting downward gently and steadily\n- A spiraling, falling cover of a magic book\n- The cover should be a giant, animated leaf that tumbles and spins naturally\n- Watercolor brushstrokes and soft pencil lines rendering style\n- Should depict a floating city in the sky above a sea of clouds\n- Ancient buildings, a massive tangled tree, and a massive crystal at the castle's base\n- Warm, soft inner glow emanating from the cover\n- Golden aura permeating the paper\n- Outlines of the city in the sky and textures of ancient trees brought to life\n- Dreamy halo of light emanating from edges\n- Gentle trail of light as it swirls across the sky\n- Completely blurred and out of focus background with deep blue/purple gradient of dusk\n- Fluffy clouds tinged with pinkish-orange glow by setting sun\n- Hand-painted frame by frame movement with saturated and soft colors\n- Tranquil, dreamy atmosphere full of wonder and tenderness\n\nNow let me examine the frames:\n\nLooking at the frames, they appear to show abstract, heavily distorted imagery with various colors and patterns. There are some grid-like structures, color gradients, and what might be interpreted as digital artifacts or noise. The images seem to have a very glitchy, corrupted appearance with horizontal line patterns and various color distortions.\n\nVisual Quality Analysis:\nThe frames exhibit extreme degradation: heavy pixelation, pervasive artifacts, and severe color distortions render the content largely unreadable. The overall clarity is effectively absent, and the sequence lacks any coherent visual narrative. Transitions between frames are abrupt and unstable, contributing to a chaotic viewing experience. Given these factors, the visual quality is at the lowest level (score 1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested prompt. The frames do not present a close-up of a magic book cover, nor any of the described elements such as a floating city, ancient buildings, a tangled tree, or a crystal; instead they convey abstract digital noise. The intended artistic style and the specific scene composition are not captured, resulting in a complete mismatch (score 1).\n\nPhysical/Common-sense Consistency:\nThe abstract, glitched visuals do not reflect plausible physical behavior or common-sense expectations. There is no discernible physical interaction or spatial logic, and the content cannot be interpreted as a coherent scene. This yields a score of 1.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "stunning close-up, the camera tilts downward with remarkable gentleness and stability, following the spiraling, falling cover of a magic book. This cover is no rigid cardboard, but rather a giant, animated leaf, gracefully tumbling and slowly spinning in the air, its movement imbued with a natural rhythm. Delicately rendered with watercolor brushstrokes and soft pencil lines, the cover depicts a floating city in the sky above a sea of clouds. Ancient buildings, a massive, tangled tree, and a massive crystal at the castle's base are all clearly visible, brimming with imagination. The cover itself emanates a warm, soft inner glow. This golden aura permeates the paper, bringing the outlines of the city in the sky and the textures of the ancient trees to life. A dreamy halo of light emanates from its edges, creating a gentle trail of light as it swirls across the sky. The background is completely blurred and out of focus, a velvety, deep blue and purple gradient of dusk, dotted with fluffy clouds tinged with a pinkish-orange glow by the setting sun, further highlighting the luminous subject. The entire picture is full of the delicate hand-painted texture and fantasy colors that are iconic of Hayao Miyazaki's animated films. Every movement seems to be hand-painted frame by frame, with saturated and soft colors, creating a tranquil, dreamy atmosphere full of wonder and tenderness.",
+        "seed": 14052,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_6/index_1922_seed_14052_dp_13_rank_26_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.28125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.03125,
+        "video_score2_overall": 3.3125,
+        "avg": 3.3203125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "stunning close-up, the camera tilts downward with remarkable gentleness and stability, following the spiraling, falling cover of a magic book. This cover is no rigid cardboard, but rather a giant, animated leaf, gracefully tumbling and slowly spinning in the air, its movement imbued with a natural rhythm. Delicately rendered with watercolor brushstrokes and soft pencil lines, the cover depicts a floating city in the sky above a sea of clouds. Ancient buildings, a massive, tangled tree, and a massive crystal at the castle's base are all clearly visible, brimming with imagination. The cover itself emanates a warm, soft inner glow. This golden aura permeates the paper, bringing the outlines of the city in the sky and the textures of the ancient trees to life. A dreamy halo of light emanates from its edges, creating a gentle trail of light as it swirls across the sky. The background is completely blurred and out of focus, a velvety, deep blue and purple gradient of dusk, dotted with fluffy clouds tinged with a pinkish-orange glow by the setting sun, further highlighting the luminous subject. The entire picture is full of the delicate hand-painted texture and fantasy colors that are iconic of Hayao Miyazaki's animated films. Every movement seems to be hand-painted frame by frame, with saturated and soft colors, creating a tranquil, dreamy atmosphere full of wonder and tenderness.",
+                "token_credit_reward": 3.3125,
+                "selected_reward": 3.3125,
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+                "credit_map_shape": [
+                    3,
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+                    32
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+                "top_frames": [
+                    2,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A stunning close-up with camera tilting downward gently and steadily\n- A spiraling, falling cover of a magic book\n- The cover should be a giant, animated leaf that's tumbling and spinning\n- It should have watercolor brushstrokes and soft pencil lines\n- Should depict a floating city in the sky above a sea of clouds\n- Should show ancient buildings, a massive tangled tree, and a massive crystal at the castle's base\n- Should have a warm, soft inner glow\n- Should have a dreamy halo of light emanating from edges\n- Should create a gentle trail of light as it swirls across the sky\n- Background should be completely blurred and out of focus with deep blue/purple gradient of dusk\n- Should have fluffy clouds tinged with pinkish-orange glow by setting sun\n- Should have delicate hand-painted texture and fantasy colors like Miyazaki's animated films\n- Should be full of wonder and tenderness\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation, heavy compression artifacts, and pervasive noise that obscure details. Color bleeding and banding are common, and there is noticeable instability between frames. The result is a consistently low-fidelity presentation with little discernible detail or polish.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested prompt. The frames do not reveal a magic book cover, a floating city, ancient buildings, a tangled tree, or a crystal; instead they show abstract, distorted imagery with no recognizable connection to the described scene. The intended artistic style and emotional tone are not captured, and the sequence fails to convey the promised narrative cues.\n\nPhysical/Common-sense Consistency:\nThe visuals lack coherent physical logic. The imagery appears fragmented and incoherent, with no plausible spatial relationships or motion that would support a believable interpretation of the prompt. The result is a disjointed, nonsensical depiction that does not align with common-sense expectations for the described scenario.\n\nOverall assessment:\nAll three dimensions are severely compromised, indicating a fundamentally flawed generation that does not meet basic criteria for the requested content.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.28125,
+                    "TA": 1.0078125,
+                    "MQ": 1.03125,
+                    "Overall": 3.3125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A stunning close-up with camera tilting downward gently and steadily\n- A spiraling, falling cover of a magic book\n- The cover should be a giant, animated leaf that's tumbling and spinning\n- It should have watercolor brushstrokes and soft pencil lines\n- Should depict a floating city in the sky above a sea of clouds\n- Should show ancient buildings, a massive tangled tree, and a massive crystal at the castle's base\n- Should have a warm, soft inner glow\n- Should have a dreamy halo of light emanating from edges\n- Should create a gentle trail of light as it swirls across the sky\n- Background should be completely blurred and out of focus with deep blue/purple gradient of dusk\n- Should have fluffy clouds tinged with pinkish-orange glow by setting sun\n- Should have delicate hand-painted texture and fantasy colors like Miyazaki's animated films\n- Should be full of wonder and tenderness\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation, heavy compression artifacts, and pervasive noise that obscure details. Color bleeding and banding are common, and there is noticeable instability between frames. The result is a consistently low-fidelity presentation with little discernible detail or polish.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested prompt. The frames do not reveal a magic book cover, a floating city, ancient buildings, a tangled tree, or a crystal; instead they show abstract, distorted imagery with no recognizable connection to the described scene. The intended artistic style and emotional tone are not captured, and the sequence fails to convey the promised narrative cues.\n\nPhysical/Common-sense Consistency:\nThe visuals lack coherent physical logic. The imagery appears fragmented and incoherent, with no plausible spatial relationships or motion that would support a believable interpretation of the prompt. The result is a disjointed, nonsensical depiction that does not align with common-sense expectations for the described scenario.\n\nOverall assessment:\nAll three dimensions are severely compromised, indicating a fundamentally flawed generation that does not meet basic criteria for the requested content.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_7/index_tensor([8793, 8793])_group_7_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_7/index_tensor([8793, 8793])_group_7_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..842eb3896cffe36c3365ac30a4b2c79dafa2166d
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_7/index_tensor([8793, 8793])_group_7_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "The film begins with a dynamic, low-angle, overhead shot, the camera rotating slowly and smoothly around a stern-faced Asian man, transforming him into a monumental statue towering over a futuristic metropolis. He wears a high-tech trench coat made of a shimmering black nanotextile that seems to absorb all surrounding light. Behind him, shrouded in perpetual darkness and a gentle rain, towering skyscrapers rise to the sky. Huge holographic advertisements—monumental projections of geisha faces, data streams, and unknown hieroglyphics—flow and fragment silently across the buildings, casting shifting, electric blue and magenta lights. These rays of light glide across his angular features, highlighting his pursed lips and deep-set eyes. More importantly, the light reflects off the metal implants embedded in his temples and jawline, casting a cold, unforgiving metallic sheen. He raises a black leather-gloved hand and, with a calm and precise gesture, carefully smoothes out a slight wrinkle on the front of his trench coat. This subtle movement, against the chaotic and chaotic cyberpunk backdrop, appears remarkably calm and focused, embodying a powerful, commanding presence and a cool elegance. The entire scene, lit with saturated neon colors and a cool, futuristic atmosphere, creates a sense of opulence and alienation.",
+        "seed": 4906,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_7/index_8793_seed_4906_dp_14_rank_28_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 7,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.8125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.1875,
+        "video_score2_overall": 4.0,
+        "avg": 4.0078125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "The film begins with a dynamic, low-angle, overhead shot, the camera rotating slowly and smoothly around a stern-faced Asian man, transforming him into a monumental statue towering over a futuristic metropolis. He wears a high-tech trench coat made of a shimmering black nanotextile that seems to absorb all surrounding light. Behind him, shrouded in perpetual darkness and a gentle rain, towering skyscrapers rise to the sky. Huge holographic advertisements—monumental projections of geisha faces, data streams, and unknown hieroglyphics—flow and fragment silently across the buildings, casting shifting, electric blue and magenta lights. These rays of light glide across his angular features, highlighting his pursed lips and deep-set eyes. More importantly, the light reflects off the metal implants embedded in his temples and jawline, casting a cold, unforgiving metallic sheen. He raises a black leather-gloved hand and, with a calm and precise gesture, carefully smoothes out a slight wrinkle on the front of his trench coat. This subtle movement, against the chaotic and chaotic cyberpunk backdrop, appears remarkably calm and focused, embodying a powerful, commanding presence and a cool elegance. The entire scene, lit with saturated neon colors and a cool, futuristic atmosphere, creates a sense of opulence and alienation.",
+                "token_credit_reward": 4.0,
+                "selected_reward": 4.0,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - Clarity, Smoothness, Artifacts\n2. Text-to-Video Alignment - Fidelity to the prompt\n3. Physical/Common-sense Consistency - Naturalness and physics plausibility\n\nFirst, let me understand what the text prompt is asking for:\n- A dynamic, low-angle, overhead shot\n- Camera rotating slowly and smoothly around a stern-faced Asian man\n- Transforming him into a monumental statue towering over a futuristic metropolis\n- He wears a high-tech trench coat made of shimmering black nanotextile\n- Absorbing all surrounding light\n- Behind him, shrouded in perpetual darkness and a gentle rain\n- Towering skyscrapers rising to the sky\n- Huge holographic advertisements - monumental projections of geisha faces, data streams, and unknown hieroglyphics\n- Flowing and fragmenting across the buildings\n- Casting shifting, electric blue and magenta lights\n- Rays of light glide across his angular features\n- Highlighting his pursed lips and deep-set eyes\n- Light reflects off metal implants embedded in his temples and jawline\n- Casting a cold, unforgiving metallic sheen\n- He raises a black leather-gloved hand\n- Carefully smooths out a slight wrinkle on the front of his trench coat\n- Subtle movement against chaotic cyberpunk backdrop\n- Sense of opulence and alienation\n\nNow looking at the frames provided:\n\nVisual Quality Analysis:\nThe frames exhibit extreme distortion and heavy processing, resulting in a near-complete loss of recognizable content. The imagery is dominated by blue/magenta color casts and artifacts, with severe pixelation and noise that obscure any meaningful detail. Overall clarity is effectively absent, making it impossible to discern objects or scenes. The result is a video that is not usable for conveying information or intent; it reads as abstract noise rather than coherent visuals.\n\nText-to-Video Alignment Analysis:\nThere is no alignment with the described prompt. The frames do not depict a human figure, a cityscape, holographic displays, or any of the specified elements. Instead, they present an indistinct, heavily processed pattern with no narrative or semantic connection to the prompt. The output fails to capture any aspect of the requested scene.\n\nPhysical/Common-sense Consistency:\nBecause the content is essentially unintelligible due to extreme distortion, there is no basis to assess physical realism or common-sense coherence. The frames do not convey plausible physics or real-world behavior, and any evaluation of consistency is not feasible.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.8125,
+                    "TA": 1.0078125,
+                    "MQ": 1.1875,
+                    "Overall": 4.0
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - Clarity, Smoothness, Artifacts\n2. Text-to-Video Alignment - Fidelity to the prompt\n3. Physical/Common-sense Consistency - Naturalness and physics plausibility\n\nFirst, let me understand what the text prompt is asking for:\n- A dynamic, low-angle, overhead shot\n- Camera rotating slowly and smoothly around a stern-faced Asian man\n- Transforming him into a monumental statue towering over a futuristic metropolis\n- He wears a high-tech trench coat made of shimmering black nanotextile\n- Absorbing all surrounding light\n- Behind him, shrouded in perpetual darkness and a gentle rain\n- Towering skyscrapers rising to the sky\n- Huge holographic advertisements - monumental projections of geisha faces, data streams, and unknown hieroglyphics\n- Flowing and fragmenting across the buildings\n- Casting shifting, electric blue and magenta lights\n- Rays of light glide across his angular features\n- Highlighting his pursed lips and deep-set eyes\n- Light reflects off metal implants embedded in his temples and jawline\n- Casting a cold, unforgiving metallic sheen\n- He raises a black leather-gloved hand\n- Carefully smooths out a slight wrinkle on the front of his trench coat\n- Subtle movement against chaotic cyberpunk backdrop\n- Sense of opulence and alienation\n\nNow looking at the frames provided:\n\nVisual Quality Analysis:\nThe frames exhibit extreme distortion and heavy processing, resulting in a near-complete loss of recognizable content. The imagery is dominated by blue/magenta color casts and artifacts, with severe pixelation and noise that obscure any meaningful detail. Overall clarity is effectively absent, making it impossible to discern objects or scenes. The result is a video that is not usable for conveying information or intent; it reads as abstract noise rather than coherent visuals.\n\nText-to-Video Alignment Analysis:\nThere is no alignment with the described prompt. The frames do not depict a human figure, a cityscape, holographic displays, or any of the specified elements. Instead, they present an indistinct, heavily processed pattern with no narrative or semantic connection to the prompt. The output fails to capture any aspect of the requested scene.\n\nPhysical/Common-sense Consistency:\nBecause the content is essentially unintelligible due to extreme distortion, there is no basis to assess physical realism or common-sense coherence. The frames do not convey plausible physics or real-world behavior, and any evaluation of consistency is not feasible.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "The film begins with a dynamic, low-angle, overhead shot, the camera rotating slowly and smoothly around a stern-faced Asian man, transforming him into a monumental statue towering over a futuristic metropolis. He wears a high-tech trench coat made of a shimmering black nanotextile that seems to absorb all surrounding light. Behind him, shrouded in perpetual darkness and a gentle rain, towering skyscrapers rise to the sky. Huge holographic advertisements—monumental projections of geisha faces, data streams, and unknown hieroglyphics—flow and fragment silently across the buildings, casting shifting, electric blue and magenta lights. These rays of light glide across his angular features, highlighting his pursed lips and deep-set eyes. More importantly, the light reflects off the metal implants embedded in his temples and jawline, casting a cold, unforgiving metallic sheen. He raises a black leather-gloved hand and, with a calm and precise gesture, carefully smoothes out a slight wrinkle on the front of his trench coat. This subtle movement, against the chaotic and chaotic cyberpunk backdrop, appears remarkably calm and focused, embodying a powerful, commanding presence and a cool elegance. The entire scene, lit with saturated neon colors and a cool, futuristic atmosphere, creates a sense of opulence and alienation.",
+        "seed": 4907,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_7/index_8793_seed_4907_dp_14_rank_28_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 7,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.6640625,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0859375,
+        "video_score2_overall": 3.75,
+        "avg": 3.7578125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "The film begins with a dynamic, low-angle, overhead shot, the camera rotating slowly and smoothly around a stern-faced Asian man, transforming him into a monumental statue towering over a futuristic metropolis. He wears a high-tech trench coat made of a shimmering black nanotextile that seems to absorb all surrounding light. Behind him, shrouded in perpetual darkness and a gentle rain, towering skyscrapers rise to the sky. Huge holographic advertisements—monumental projections of geisha faces, data streams, and unknown hieroglyphics—flow and fragment silently across the buildings, casting shifting, electric blue and magenta lights. These rays of light glide across his angular features, highlighting his pursed lips and deep-set eyes. More importantly, the light reflects off the metal implants embedded in his temples and jawline, casting a cold, unforgiving metallic sheen. He raises a black leather-gloved hand and, with a calm and precise gesture, carefully smoothes out a slight wrinkle on the front of his trench coat. This subtle movement, against the chaotic and chaotic cyberpunk backdrop, appears remarkably calm and focused, embodying a powerful, commanding presence and a cool elegance. The entire scene, lit with saturated neon colors and a cool, futuristic atmosphere, creates a sense of opulence and alienation.",
+                "token_credit_reward": 3.75,
+                "selected_reward": 3.75,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - Clarity, Smoothness, Artifacts\n2. Text-to-Video Alignment - Fidelity to the prompt\n3. Physical/Common-sense Consistency - Naturalness and physics plausibility\n\nFirst, let me understand what the text prompt is asking for:\n- A dynamic, low-angle, overhead shot\n- Camera rotating slowly and smoothly around a stern-faced Asian man\n- Transforming him into a monumental statue towering over a futuristic metropolis\n- He wears a high-tech trench coat made of shimmering black nanotextile\n- Absorbing all surrounding light\n- Behind him, shrouded in perpetual darkness and a gentle rain\n- Towering skyscrapers rising to the sky\n- Huge holographic advertisements - monumental projections of geisha faces, data streams, and unknown hieroglyphics\n- Flowing and fragmenting across the buildings\n- Casting shifting, electric blue and magenta lights\n- Light gliding across his angular features, highlighting his pursed lips and deep-set eyes\n- Metal implants embedded in his temples and jawline with cold, unforgiving metallic sheen\n- He raises a black leather-gloved hand and carefully smooths out a slight wrinkle on the front of his trench coat\n- Sense of opulence and alienation\n\nNow looking at the frames provided:\nThe frames show abstract patterns with blue and white geometric/metallic textures. They do not depict any human figure or the described scene. The visuals are highly stylized and predominantly feature geometric motifs rather than recognizable content.\n\nVisual Quality Analysis:\nThe frames exhibit severe degradation: heavy compression, pronounced artifacts, and a lack of discernible detail. The imagery is dominated by abstract patterns with little to no recognizable content, resulting in very poor clarity and a non-functional visual narrative. The overall presentation is inconsistent and lacks coherence across frames.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the actual frames. The requested subject (an Asian man), clothing details, futuristic cityscape, holographic elements, lighting dynamics, and specific actions are absent. The content centers on abstract geometric motifs, producing a complete mismatch with the intended concept.\n\nPhysical/Common-sense Consistency:\nThe abstract visuals do not present any plausible physical interactions or coherent spatial relationships. There are no identifiable objects or scenes to evaluate for physical realism, and the content fails to convey a believable or consistent scenario.\n\nOverall assessment:\nAll three dimensions score at the lowest level due to the complete misalignment with the prompt and the absence of recognizable content.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.6640625,
+                    "TA": 1.0078125,
+                    "MQ": 1.0859375,
+                    "Overall": 3.75
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - Clarity, Smoothness, Artifacts\n2. Text-to-Video Alignment - Fidelity to the prompt\n3. Physical/Common-sense Consistency - Naturalness and physics plausibility\n\nFirst, let me understand what the text prompt is asking for:\n- A dynamic, low-angle, overhead shot\n- Camera rotating slowly and smoothly around a stern-faced Asian man\n- Transforming him into a monumental statue towering over a futuristic metropolis\n- He wears a high-tech trench coat made of shimmering black nanotextile\n- Absorbing all surrounding light\n- Behind him, shrouded in perpetual darkness and a gentle rain\n- Towering skyscrapers rising to the sky\n- Huge holographic advertisements - monumental projections of geisha faces, data streams, and unknown hieroglyphics\n- Flowing and fragmenting across the buildings\n- Casting shifting, electric blue and magenta lights\n- Light gliding across his angular features, highlighting his pursed lips and deep-set eyes\n- Metal implants embedded in his temples and jawline with cold, unforgiving metallic sheen\n- He raises a black leather-gloved hand and carefully smooths out a slight wrinkle on the front of his trench coat\n- Sense of opulence and alienation\n\nNow looking at the frames provided:\nThe frames show abstract patterns with blue and white geometric/metallic textures. They do not depict any human figure or the described scene. The visuals are highly stylized and predominantly feature geometric motifs rather than recognizable content.\n\nVisual Quality Analysis:\nThe frames exhibit severe degradation: heavy compression, pronounced artifacts, and a lack of discernible detail. The imagery is dominated by abstract patterns with little to no recognizable content, resulting in very poor clarity and a non-functional visual narrative. The overall presentation is inconsistent and lacks coherence across frames.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the actual frames. The requested subject (an Asian man), clothing details, futuristic cityscape, holographic elements, lighting dynamics, and specific actions are absent. The content centers on abstract geometric motifs, producing a complete mismatch with the intended concept.\n\nPhysical/Common-sense Consistency:\nThe abstract visuals do not present any plausible physical interactions or coherent spatial relationships. There are no identifiable objects or scenes to evaluate for physical realism, and the content fails to convey a believable or consistent scenario.\n\nOverall assessment:\nAll three dimensions score at the lowest level due to the complete misalignment with the prompt and the absence of recognizable content.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "The film begins with a dynamic, low-angle, overhead shot, the camera rotating slowly and smoothly around a stern-faced Asian man, transforming him into a monumental statue towering over a futuristic metropolis. He wears a high-tech trench coat made of a shimmering black nanotextile that seems to absorb all surrounding light. Behind him, shrouded in perpetual darkness and a gentle rain, towering skyscrapers rise to the sky. Huge holographic advertisements—monumental projections of geisha faces, data streams, and unknown hieroglyphics—flow and fragment silently across the buildings, casting shifting, electric blue and magenta lights. These rays of light glide across his angular features, highlighting his pursed lips and deep-set eyes. More importantly, the light reflects off the metal implants embedded in his temples and jawline, casting a cold, unforgiving metallic sheen. He raises a black leather-gloved hand and, with a calm and precise gesture, carefully smoothes out a slight wrinkle on the front of his trench coat. This subtle movement, against the chaotic and chaotic cyberpunk backdrop, appears remarkably calm and focused, embodying a powerful, commanding presence and a cool elegance. The entire scene, lit with saturated neon colors and a cool, futuristic atmosphere, creates a sense of opulence and alienation.",
+        "seed": 4908,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_7/index_8793_seed_4908_dp_15_rank_30_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 7,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.65625,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.1484375,
+        "video_score2_overall": 3.8125,
+        "avg": 3.8125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "The film begins with a dynamic, low-angle, overhead shot, the camera rotating slowly and smoothly around a stern-faced Asian man, transforming him into a monumental statue towering over a futuristic metropolis. He wears a high-tech trench coat made of a shimmering black nanotextile that seems to absorb all surrounding light. Behind him, shrouded in perpetual darkness and a gentle rain, towering skyscrapers rise to the sky. Huge holographic advertisements—monumental projections of geisha faces, data streams, and unknown hieroglyphics—flow and fragment silently across the buildings, casting shifting, electric blue and magenta lights. These rays of light glide across his angular features, highlighting his pursed lips and deep-set eyes. More importantly, the light reflects off the metal implants embedded in his temples and jawline, casting a cold, unforgiving metallic sheen. He raises a black leather-gloved hand and, with a calm and precise gesture, carefully smoothes out a slight wrinkle on the front of his trench coat. This subtle movement, against the chaotic and chaotic cyberpunk backdrop, appears remarkably calm and focused, embodying a powerful, commanding presence and a cool elegance. The entire scene, lit with saturated neon colors and a cool, futuristic atmosphere, creates a sense of opulence and alienation.",
+                "token_credit_reward": 3.8125,
+                "selected_reward": 3.8125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A dynamic, low-angle, overhead shot\n- Camera rotating slowly and smoothly around a stern-faced Asian man\n- Transforming him into a monumental statue towering over a futuristic metropolis\n- He wears a high-tech trench coat made of shimmering black nanotextile\n- Absorbing all surrounding light\n- Behind him, shrouded in perpetual darkness and a gentle rain\n- Towering skyscrapers rising to the sky\n- Huge holographic advertisements - monumental projections of geisha faces, data streams, and unknown hieroglyphics\n- Flowing and fragmenting across the buildings\n- Casting shifting, electric blue and magenta lights\n- Light gliding across his angular features, highlighting his pursed lips and deep-set eyes\n- Metal implants embedded in his temples and jawline with cold, unforgiving metallic sheen\n- He raises a black leather-gloved hand and carefully smooths out a slight wrinkle on the front of his trench coat\n- Sense of opulence and alienation\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames present a heavily stylized, grid-like pattern with blue/magenta lighting, but the overall image quality is severely degraded. The resolution is very low, with pronounced pixelation and compression artifacts that obscure details. The visuals read as abstract, digital noise rather than coherent imagery, and there is little to no discernible subject or scene content. The result is a consistently poor visual experience across frames, with no clear objects or actions identifiable.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the described prompt. The frames do not reveal any of the requested elements (Asian man, statue transformation, high-tech trench coat, holographic advertisements, rain, or urban cyberpunk setting). Instead, they show an indistinct, noisy pattern with no meaningful connection to the narrative or styling described in the prompt.\n\nPhysical/Common-sense Consistency:\nGiven the abstract, artifact-driven nature of the frames, there is no basis to assess plausible physical interactions or common-sense behavior. The content lacks recognizable objects, actions, or spatial relationships, so any evaluation of physical consistency is not feasible.\n\nOverall assessment:\nThe video exhibits severe deficiencies across all three dimensions, with no coherent representation of the intended concept and minimal perceptual value.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.65625,
+                    "TA": 1.0078125,
+                    "MQ": 1.1484375,
+                    "Overall": 3.8125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A dynamic, low-angle, overhead shot\n- Camera rotating slowly and smoothly around a stern-faced Asian man\n- Transforming him into a monumental statue towering over a futuristic metropolis\n- He wears a high-tech trench coat made of shimmering black nanotextile\n- Absorbing all surrounding light\n- Behind him, shrouded in perpetual darkness and a gentle rain\n- Towering skyscrapers rising to the sky\n- Huge holographic advertisements - monumental projections of geisha faces, data streams, and unknown hieroglyphics\n- Flowing and fragmenting across the buildings\n- Casting shifting, electric blue and magenta lights\n- Light gliding across his angular features, highlighting his pursed lips and deep-set eyes\n- Metal implants embedded in his temples and jawline with cold, unforgiving metallic sheen\n- He raises a black leather-gloved hand and carefully smooths out a slight wrinkle on the front of his trench coat\n- Sense of opulence and alienation\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames present a heavily stylized, grid-like pattern with blue/magenta lighting, but the overall image quality is severely degraded. The resolution is very low, with pronounced pixelation and compression artifacts that obscure details. The visuals read as abstract, digital noise rather than coherent imagery, and there is little to no discernible subject or scene content. The result is a consistently poor visual experience across frames, with no clear objects or actions identifiable.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the described prompt. The frames do not reveal any of the requested elements (Asian man, statue transformation, high-tech trench coat, holographic advertisements, rain, or urban cyberpunk setting). Instead, they show an indistinct, noisy pattern with no meaningful connection to the narrative or styling described in the prompt.\n\nPhysical/Common-sense Consistency:\nGiven the abstract, artifact-driven nature of the frames, there is no basis to assess plausible physical interactions or common-sense behavior. The content lacks recognizable objects, actions, or spatial relationships, so any evaluation of physical consistency is not feasible.\n\nOverall assessment:\nThe video exhibits severe deficiencies across all three dimensions, with no coherent representation of the intended concept and minimal perceptual value.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "The film begins with a dynamic, low-angle, overhead shot, the camera rotating slowly and smoothly around a stern-faced Asian man, transforming him into a monumental statue towering over a futuristic metropolis. He wears a high-tech trench coat made of a shimmering black nanotextile that seems to absorb all surrounding light. Behind him, shrouded in perpetual darkness and a gentle rain, towering skyscrapers rise to the sky. Huge holographic advertisements—monumental projections of geisha faces, data streams, and unknown hieroglyphics—flow and fragment silently across the buildings, casting shifting, electric blue and magenta lights. These rays of light glide across his angular features, highlighting his pursed lips and deep-set eyes. More importantly, the light reflects off the metal implants embedded in his temples and jawline, casting a cold, unforgiving metallic sheen. He raises a black leather-gloved hand and, with a calm and precise gesture, carefully smoothes out a slight wrinkle on the front of his trench coat. This subtle movement, against the chaotic and chaotic cyberpunk backdrop, appears remarkably calm and focused, embodying a powerful, commanding presence and a cool elegance. The entire scene, lit with saturated neon colors and a cool, futuristic atmosphere, creates a sense of opulence and alienation.",
+        "seed": 4909,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_7/index_8793_seed_4909_dp_15_rank_30_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 7,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.4765625,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.046875,
+        "video_score2_overall": 3.53125,
+        "avg": 3.53125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "The film begins with a dynamic, low-angle, overhead shot, the camera rotating slowly and smoothly around a stern-faced Asian man, transforming him into a monumental statue towering over a futuristic metropolis. He wears a high-tech trench coat made of a shimmering black nanotextile that seems to absorb all surrounding light. Behind him, shrouded in perpetual darkness and a gentle rain, towering skyscrapers rise to the sky. Huge holographic advertisements—monumental projections of geisha faces, data streams, and unknown hieroglyphics—flow and fragment silently across the buildings, casting shifting, electric blue and magenta lights. These rays of light glide across his angular features, highlighting his pursed lips and deep-set eyes. More importantly, the light reflects off the metal implants embedded in his temples and jawline, casting a cold, unforgiving metallic sheen. He raises a black leather-gloved hand and, with a calm and precise gesture, carefully smoothes out a slight wrinkle on the front of his trench coat. This subtle movement, against the chaotic and chaotic cyberpunk backdrop, appears remarkably calm and focused, embodying a powerful, commanding presence and a cool elegance. The entire scene, lit with saturated neon colors and a cool, futuristic atmosphere, creates a sense of opulence and alienation.",
+                "token_credit_reward": 3.53125,
+                "selected_reward": 3.53125,
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+                "credit_map_shape": [
+                    3,
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+                "top_frames": [
+                    2,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A dynamic, low-angle, overhead shot\n- Camera rotating slowly and smoothly around a stern-faced Asian man\n- Transforming him into a monumental statue towering over a futuristic metropolis\n- He wears a high-tech trench coat made of shimmering black nanotextile\n- Absorbing all surrounding light\n- Behind him, shrouded in perpetual darkness and a gentle rain\n- Towering skyscrapers rising to the sky\n- Huge holographic advertisements - monumental projections of geisha faces, data streams, and unknown hieroglyphics\n- Flowing and fragmenting across the buildings\n- Casting shifting, electric blue and magenta lights\n- Light gliding across his angular features, highlighting his pursed lips and deep-set eyes\n- Metal implants embedded in his temples and jawline with cold, unforgiving metallic sheen\n- He raises a black leather-gloved hand and carefully smooths out a slight wrinkle on the front of his trench coat\n- Sense of opulence and alienation\n\nNow let me examine the frames:\n\nLooking at the frames, I see abstract patterns with geometric shapes, predominantly blue and white, with some darker areas. There are grid-like and wavy patterns, and the visuals appear to be highly distorted or glitched. The imagery is very abstract and lacks clear, identifiable objects or scenes. The frames show consistent geometric distortions but do not depict any recognizable elements from the described prompt.\n\nVisual Quality Analysis:\nThe frames exhibit severe degradation: heavy pixelation, pronounced artifacts, and extreme distortion that obscure meaningful content. The overall clarity is effectively absent, making it impossible to discern any coherent subject or scene. Transitions between frames are abrupt and unstable, contributing to a chaotic viewing experience. Given these characteristics, the visual quality is at the lowest level (score 1).\n\nText-to-Video Alignment Analysis:\nThere is no discernible alignment with the requested narrative. The abstract, glitched visuals bear no resemblance to the described cinematic sequence, character, setting, or actions. The content fails to reflect any aspect of the prompt, resulting in a complete misalignment (score 1).\n\nPhysical/Common-sense Consistency:\nThe imagery is so severely corrupted that no physical or common-sense cues can be extracted. There are no plausible interactions, lighting, or spatial relationships to evaluate; the video presents an incoherent, artifact-driven sequence that does not support any sensible interpretation (score 1).\n\nGround-truth scores:\nDim-1 Visual Quality: 1\nDim-2 Text-to-Video Alignment: 1\nDim-3 Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.4765625,
+                    "TA": 1.0078125,
+                    "MQ": 1.046875,
+                    "Overall": 3.53125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A dynamic, low-angle, overhead shot\n- Camera rotating slowly and smoothly around a stern-faced Asian man\n- Transforming him into a monumental statue towering over a futuristic metropolis\n- He wears a high-tech trench coat made of shimmering black nanotextile\n- Absorbing all surrounding light\n- Behind him, shrouded in perpetual darkness and a gentle rain\n- Towering skyscrapers rising to the sky\n- Huge holographic advertisements - monumental projections of geisha faces, data streams, and unknown hieroglyphics\n- Flowing and fragmenting across the buildings\n- Casting shifting, electric blue and magenta lights\n- Light gliding across his angular features, highlighting his pursed lips and deep-set eyes\n- Metal implants embedded in his temples and jawline with cold, unforgiving metallic sheen\n- He raises a black leather-gloved hand and carefully smooths out a slight wrinkle on the front of his trench coat\n- Sense of opulence and alienation\n\nNow let me examine the frames:\n\nLooking at the frames, I see abstract patterns with geometric shapes, predominantly blue and white, with some darker areas. There are grid-like and wavy patterns, and the visuals appear to be highly distorted or glitched. The imagery is very abstract and lacks clear, identifiable objects or scenes. The frames show consistent geometric distortions but do not depict any recognizable elements from the described prompt.\n\nVisual Quality Analysis:\nThe frames exhibit severe degradation: heavy pixelation, pronounced artifacts, and extreme distortion that obscure meaningful content. The overall clarity is effectively absent, making it impossible to discern any coherent subject or scene. Transitions between frames are abrupt and unstable, contributing to a chaotic viewing experience. Given these characteristics, the visual quality is at the lowest level (score 1).\n\nText-to-Video Alignment Analysis:\nThere is no discernible alignment with the requested narrative. The abstract, glitched visuals bear no resemblance to the described cinematic sequence, character, setting, or actions. The content fails to reflect any aspect of the prompt, resulting in a complete misalignment (score 1).\n\nPhysical/Common-sense Consistency:\nThe imagery is so severely corrupted that no physical or common-sense cues can be extracted. There are no plausible interactions, lighting, or spatial relationships to evaluate; the video presents an incoherent, artifact-driven sequence that does not support any sensible interpretation (score 1).\n\nGround-truth scores:\nDim-1 Visual Quality: 1\nDim-2 Text-to-Video Alignment: 1\nDim-3 Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_8/index_tensor([8532, 8532])_group_8_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_8/index_tensor([8532, 8532])_group_8_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..e7361bd26bb8a4a0c65b25cd75e3d3a8143eacba
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_8/index_tensor([8532, 8532])_group_8_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "cinematic slow-motion close-up, shot from a striking low angle, slowly and steadily zooms in on a large, modern office printer operating at full speed. The machine's sleek, matte dark gray exterior reflects a soft sheen under the bright, cool office overhead light. With a nearly inaudible, smooth mechanical click, a crisp, white sheet of A4 paper is precisely ejected from the dispenser. In slow motion, the paper performs an elegant ballet, rising in a perfect arc, its edges appearing incredibly sharp in the light. Then, gently and precisely, it descends, seamlessly joining the stack of perfectly aligned documents below, without a single jerk or misalignment. Immediately, a second sheet follows, following in the same impeccable trajectory, creating a coherent and rhythmic visual rhythm. In the background beyond the depth of field, one can see the blurred outline of a busy office - the shadows of people walking and the flickering spots of light from computer screens. This blurred dynamic background contrasts sharply with the calm, precise and orderly operation of the printer in the foreground. The entire picture, through the ultimate display of the aesthetics of mechanical movement, creates a professional atmosphere of speed, efficiency and absolute reliability that is extremely comfortable and trustworthy.",
+        "seed": 28276,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_8/index_8532_seed_28276_dp_16_rank_32_sample_0_slot_0.mp4",
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+        "video_score2_overall": 3.4375,
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+                "question": "cinematic slow-motion close-up, shot from a striking low angle, slowly and steadily zooms in on a large, modern office printer operating at full speed. The machine's sleek, matte dark gray exterior reflects a soft sheen under the bright, cool office overhead light. With a nearly inaudible, smooth mechanical click, a crisp, white sheet of A4 paper is precisely ejected from the dispenser. In slow motion, the paper performs an elegant ballet, rising in a perfect arc, its edges appearing incredibly sharp in the light. Then, gently and precisely, it descends, seamlessly joining the stack of perfectly aligned documents below, without a single jerk or misalignment. Immediately, a second sheet follows, following in the same impeccable trajectory, creating a coherent and rhythmic visual rhythm. In the background beyond the depth of field, one can see the blurred outline of a busy office - the shadows of people walking and the flickering spots of light from computer screens. This blurred dynamic background contrasts sharply with the calm, precise and orderly operation of the printer in the foreground. The entire picture, through the ultimate display of the aesthetics of mechanical movement, creates a professional atmosphere of speed, efficiency and absolute reliability that is extremely comfortable and trustworthy.",
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - clarity, smoothness, artifacts\n2. Text-to-Video Alignment - fidelity to the prompt\n3. Physical/Common-sense Consistency - naturalness and physics plausibility\n\nFirst, let me understand what the text prompt is asking for:\n- Cinematic slow-motion close-up shot from a striking low angle\n- Slowly and steadily zooms in on a large, modern office printer operating at full speed\n- Machine has sleek, matte dark gray exterior with soft sheen under bright, cool office overhead light\n- Nearly inaudible, smooth mechanical click\n- Crisp, white sheet of A4 paper precisely ejected from dispenser\n- Paper performs an elegant ballet, rising in a perfect arc with sharp edges\n- Descends gently and precisely, joining stack of perfectly aligned documents\n- Second sheet follows in the same trajectory, creating coherent and rhythmic visual rhythm\n- Background shows blurred outlines of busy office with shadows of people and flickering spots of light from computer screens\n- Professional atmosphere of speed, efficiency, and absolute reliability\n\nNow let me examine the frames:\n\nLooking at the frames, they appear to show abstract, distorted imagery with blue and white patterns. The images look like they might be trying to depict some kind of liquid or flowing substance with wave-like patterns. There are some reflective qualities and the overall image appears to have a somewhat metallic or glass-like texture. However, these frames do not resemble the requested content at all.\n\nVisual Quality Analysis:\nThe frames exhibit severe degradation: heavy blur, pronounced artifacts, and distortions that obscure details. The imagery is abstract and lacks recognizable objects or scenes. Transitions between frames feel unstable, contributing to a chaotic viewing experience. Overall, the visual quality is very poor (score 1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The requested subject (a large, modern office printer with a paper ejection sequence) is not present; instead, the frames depict abstract, flowing patterns with no identifiable hardware or action. The mismatch is complete (score 1).\n\nPhysical/Common-sense Consistency:\nThe abstract visuals do not reflect any plausible real-world scenario or physical interaction. No coherent physical behavior or common-sense cues are evident (score 1).\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical/Common-sense Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.3984375,
+                    "TA": 1.0,
+                    "MQ": 1.03125,
+                    "Overall": 3.4375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - clarity, smoothness, artifacts\n2. Text-to-Video Alignment - fidelity to the prompt\n3. Physical/Common-sense Consistency - naturalness and physics plausibility\n\nFirst, let me understand what the text prompt is asking for:\n- Cinematic slow-motion close-up shot from a striking low angle\n- Slowly and steadily zooms in on a large, modern office printer operating at full speed\n- Machine has sleek, matte dark gray exterior with soft sheen under bright, cool office overhead light\n- Nearly inaudible, smooth mechanical click\n- Crisp, white sheet of A4 paper precisely ejected from dispenser\n- Paper performs an elegant ballet, rising in a perfect arc with sharp edges\n- Descends gently and precisely, joining stack of perfectly aligned documents\n- Second sheet follows in the same trajectory, creating coherent and rhythmic visual rhythm\n- Background shows blurred outlines of busy office with shadows of people and flickering spots of light from computer screens\n- Professional atmosphere of speed, efficiency, and absolute reliability\n\nNow let me examine the frames:\n\nLooking at the frames, they appear to show abstract, distorted imagery with blue and white patterns. The images look like they might be trying to depict some kind of liquid or flowing substance with wave-like patterns. There are some reflective qualities and the overall image appears to have a somewhat metallic or glass-like texture. However, these frames do not resemble the requested content at all.\n\nVisual Quality Analysis:\nThe frames exhibit severe degradation: heavy blur, pronounced artifacts, and distortions that obscure details. The imagery is abstract and lacks recognizable objects or scenes. Transitions between frames feel unstable, contributing to a chaotic viewing experience. Overall, the visual quality is very poor (score 1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The requested subject (a large, modern office printer with a paper ejection sequence) is not present; instead, the frames depict abstract, flowing patterns with no identifiable hardware or action. The mismatch is complete (score 1).\n\nPhysical/Common-sense Consistency:\nThe abstract visuals do not reflect any plausible real-world scenario or physical interaction. No coherent physical behavior or common-sense cues are evident (score 1).\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical/Common-sense Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "cinematic slow-motion close-up, shot from a striking low angle, slowly and steadily zooms in on a large, modern office printer operating at full speed. The machine's sleek, matte dark gray exterior reflects a soft sheen under the bright, cool office overhead light. With a nearly inaudible, smooth mechanical click, a crisp, white sheet of A4 paper is precisely ejected from the dispenser. In slow motion, the paper performs an elegant ballet, rising in a perfect arc, its edges appearing incredibly sharp in the light. Then, gently and precisely, it descends, seamlessly joining the stack of perfectly aligned documents below, without a single jerk or misalignment. Immediately, a second sheet follows, following in the same impeccable trajectory, creating a coherent and rhythmic visual rhythm. In the background beyond the depth of field, one can see the blurred outline of a busy office - the shadows of people walking and the flickering spots of light from computer screens. This blurred dynamic background contrasts sharply with the calm, precise and orderly operation of the printer in the foreground. The entire picture, through the ultimate display of the aesthetics of mechanical movement, creates a professional atmosphere of speed, efficiency and absolute reliability that is extremely comfortable and trustworthy.",
+        "seed": 28277,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_8/index_8532_seed_28277_dp_16_rank_32_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.28125,
+        "video_score2_ta": 1.0,
+        "video_score2_mq": 1.03125,
+        "video_score2_overall": 3.3125,
+        "avg": 3.3125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "cinematic slow-motion close-up, shot from a striking low angle, slowly and steadily zooms in on a large, modern office printer operating at full speed. The machine's sleek, matte dark gray exterior reflects a soft sheen under the bright, cool office overhead light. With a nearly inaudible, smooth mechanical click, a crisp, white sheet of A4 paper is precisely ejected from the dispenser. In slow motion, the paper performs an elegant ballet, rising in a perfect arc, its edges appearing incredibly sharp in the light. Then, gently and precisely, it descends, seamlessly joining the stack of perfectly aligned documents below, without a single jerk or misalignment. Immediately, a second sheet follows, following in the same impeccable trajectory, creating a coherent and rhythmic visual rhythm. In the background beyond the depth of field, one can see the blurred outline of a busy office - the shadows of people walking and the flickering spots of light from computer screens. This blurred dynamic background contrasts sharply with the calm, precise and orderly operation of the printer in the foreground. The entire picture, through the ultimate display of the aesthetics of mechanical movement, creates a professional atmosphere of speed, efficiency and absolute reliability that is extremely comfortable and trustworthy.",
+                "token_credit_reward": 3.3125,
+                "selected_reward": 3.3125,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - clarity, smoothness, artifacts\n2. Text-to-Video Alignment - fidelity to the prompt\n3. Physical/Common-sense Consistency - naturalness and physics plausibility\n\nFirst, let me understand what the text prompt is asking for:\n- Cinematic slow-motion close-up shot from a striking low angle\n- Slowly and steadily zooms in on a large, modern office printer operating at full speed\n- Machine has sleek, matte dark gray exterior with soft sheen under bright, cool office overhead light\n- Nearly inaudible, smooth mechanical click\n- Crisp, white sheet of A4 paper precisely ejected from dispenser\n- Paper performs an elegant ballet, rising in a perfect arc with sharp edges\n- Descends gently and precisely, joining stack of perfectly aligned documents\n- Second sheet follows in the same trajectory, creating coherent and rhythmic visual rhythm\n- Background shows blurred outlines of busy office with people walking and flickering computer screen lights\n- Professional atmosphere of speed, efficiency, and absolute reliability\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit heavy pixelation, pronounced compression artifacts, and pervasive noise that obscure details. Color and contrast are inconsistent, and there is noticeable frame-to-frame instability that disrupts any sense of smooth motion. The result is a sequence that feels visually unreliable and far from professional standards.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested prompt. The frames do not depict a large, modern office printer, nor the described paper ejection, rising arc, or subsequent descent. Instead, the imagery centers on abstract digital patterns rather than the specified hardware and action, indicating a complete mismatch between prompt and content.\n\nPhysical/Common-sense Consistency:\nThe observed visuals do not reflect plausible real-world physics or common-sense expectations. The scene lacks recognizable hardware and coherent physical interactions; the content appears disconnected from the intended scenario, resulting in a lack of physical plausibility.\n\nOverall assessment:\nAll three dimensions are severely deficient, with minimal correspondence to the requested prompt and no credible physical realism.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.28125,
+                    "TA": 1.0,
+                    "MQ": 1.03125,
+                    "Overall": 3.3125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - clarity, smoothness, artifacts\n2. Text-to-Video Alignment - fidelity to the prompt\n3. Physical/Common-sense Consistency - naturalness and physics plausibility\n\nFirst, let me understand what the text prompt is asking for:\n- Cinematic slow-motion close-up shot from a striking low angle\n- Slowly and steadily zooms in on a large, modern office printer operating at full speed\n- Machine has sleek, matte dark gray exterior with soft sheen under bright, cool office overhead light\n- Nearly inaudible, smooth mechanical click\n- Crisp, white sheet of A4 paper precisely ejected from dispenser\n- Paper performs an elegant ballet, rising in a perfect arc with sharp edges\n- Descends gently and precisely, joining stack of perfectly aligned documents\n- Second sheet follows in the same trajectory, creating coherent and rhythmic visual rhythm\n- Background shows blurred outlines of busy office with people walking and flickering computer screen lights\n- Professional atmosphere of speed, efficiency, and absolute reliability\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit heavy pixelation, pronounced compression artifacts, and pervasive noise that obscure details. Color and contrast are inconsistent, and there is noticeable frame-to-frame instability that disrupts any sense of smooth motion. The result is a sequence that feels visually unreliable and far from professional standards.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested prompt. The frames do not depict a large, modern office printer, nor the described paper ejection, rising arc, or subsequent descent. Instead, the imagery centers on abstract digital patterns rather than the specified hardware and action, indicating a complete mismatch between prompt and content.\n\nPhysical/Common-sense Consistency:\nThe observed visuals do not reflect plausible real-world physics or common-sense expectations. The scene lacks recognizable hardware and coherent physical interactions; the content appears disconnected from the intended scenario, resulting in a lack of physical plausibility.\n\nOverall assessment:\nAll three dimensions are severely deficient, with minimal correspondence to the requested prompt and no credible physical realism.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "cinematic slow-motion close-up, shot from a striking low angle, slowly and steadily zooms in on a large, modern office printer operating at full speed. The machine's sleek, matte dark gray exterior reflects a soft sheen under the bright, cool office overhead light. With a nearly inaudible, smooth mechanical click, a crisp, white sheet of A4 paper is precisely ejected from the dispenser. In slow motion, the paper performs an elegant ballet, rising in a perfect arc, its edges appearing incredibly sharp in the light. Then, gently and precisely, it descends, seamlessly joining the stack of perfectly aligned documents below, without a single jerk or misalignment. Immediately, a second sheet follows, following in the same impeccable trajectory, creating a coherent and rhythmic visual rhythm. In the background beyond the depth of field, one can see the blurred outline of a busy office - the shadows of people walking and the flickering spots of light from computer screens. This blurred dynamic background contrasts sharply with the calm, precise and orderly operation of the printer in the foreground. The entire picture, through the ultimate display of the aesthetics of mechanical movement, creates a professional atmosphere of speed, efficiency and absolute reliability that is extremely comfortable and trustworthy.",
+        "seed": 28278,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_8/index_8532_seed_28278_dp_17_rank_34_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.4375,
+        "video_score2_ta": 1.0,
+        "video_score2_mq": 1.0234375,
+        "video_score2_overall": 3.46875,
+        "avg": 3.4609375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "cinematic slow-motion close-up, shot from a striking low angle, slowly and steadily zooms in on a large, modern office printer operating at full speed. The machine's sleek, matte dark gray exterior reflects a soft sheen under the bright, cool office overhead light. With a nearly inaudible, smooth mechanical click, a crisp, white sheet of A4 paper is precisely ejected from the dispenser. In slow motion, the paper performs an elegant ballet, rising in a perfect arc, its edges appearing incredibly sharp in the light. Then, gently and precisely, it descends, seamlessly joining the stack of perfectly aligned documents below, without a single jerk or misalignment. Immediately, a second sheet follows, following in the same impeccable trajectory, creating a coherent and rhythmic visual rhythm. In the background beyond the depth of field, one can see the blurred outline of a busy office - the shadows of people walking and the flickering spots of light from computer screens. This blurred dynamic background contrasts sharply with the calm, precise and orderly operation of the printer in the foreground. The entire picture, through the ultimate display of the aesthetics of mechanical movement, creates a professional atmosphere of speed, efficiency and absolute reliability that is extremely comfortable and trustworthy.",
+                "token_credit_reward": 3.46875,
+                "selected_reward": 3.46875,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Cinematic slow-motion close-up shot from a striking low angle\n- Slowly and steadily zooms in on a large, modern office printer operating at full speed\n- Machine has sleek, matte dark gray exterior with soft sheen under bright, cool office overhead light\n- Nearly inaudible, smooth mechanical click when a crisp white sheet of A4 paper is ejected\n- Paper performs an elegant ballet, rising in a perfect arc with sharp edges\n- Paper then descends, seamlessly joining stack of perfectly aligned documents\n- Second sheet follows in the same trajectory, creating coherent and rhythmic visual rhythm\n- Background shows blurred outlines of busy office with people walking and flickering light from computer screens\n- Professional atmosphere of speed, efficiency, and absolute reliability\n\nNow let me examine the frames:\n\nLooking at the frames, they appear to be abstract patterns with blue/teal color tones and some geometric shapes. There are no recognizable objects like a printer, paper, or office environment. The visuals are highly distorted and do not resemble the requested content.\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit heavy distortion, noise, and artifacts that obscure any meaningful content. The imagery lacks clarity and does not convey the intended subject or scene. The result is effectively unusable for conveying the described scenario.\n\nText-to-Video Alignment Analysis:\nThere is a complete mismatch between the prompt and the actual video content. The prompt describes a detailed, high-fidelity depiction of a modern office scene with a specific machine and actions, but the video presents abstract, unrecognizable imagery. No elements from the prompt are present, and the alignment score should reflect this total failure.\n\nPhysical/Common-sense Consistency:\nGiven the absence of recognizable objects or scenes, there is no basis to assess physical realism or common-sense behavior. The content cannot be interpreted as a plausible real-world sequence, resulting in a score indicating fundamental inconsistency with the expected physical world.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.4375,
+                    "TA": 1.0,
+                    "MQ": 1.0234375,
+                    "Overall": 3.46875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Cinematic slow-motion close-up shot from a striking low angle\n- Slowly and steadily zooms in on a large, modern office printer operating at full speed\n- Machine has sleek, matte dark gray exterior with soft sheen under bright, cool office overhead light\n- Nearly inaudible, smooth mechanical click when a crisp white sheet of A4 paper is ejected\n- Paper performs an elegant ballet, rising in a perfect arc with sharp edges\n- Paper then descends, seamlessly joining stack of perfectly aligned documents\n- Second sheet follows in the same trajectory, creating coherent and rhythmic visual rhythm\n- Background shows blurred outlines of busy office with people walking and flickering light from computer screens\n- Professional atmosphere of speed, efficiency, and absolute reliability\n\nNow let me examine the frames:\n\nLooking at the frames, they appear to be abstract patterns with blue/teal color tones and some geometric shapes. There are no recognizable objects like a printer, paper, or office environment. The visuals are highly distorted and do not resemble the requested content.\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit heavy distortion, noise, and artifacts that obscure any meaningful content. The imagery lacks clarity and does not convey the intended subject or scene. The result is effectively unusable for conveying the described scenario.\n\nText-to-Video Alignment Analysis:\nThere is a complete mismatch between the prompt and the actual video content. The prompt describes a detailed, high-fidelity depiction of a modern office scene with a specific machine and actions, but the video presents abstract, unrecognizable imagery. No elements from the prompt are present, and the alignment score should reflect this total failure.\n\nPhysical/Common-sense Consistency:\nGiven the absence of recognizable objects or scenes, there is no basis to assess physical realism or common-sense behavior. The content cannot be interpreted as a plausible real-world sequence, resulting in a score indicating fundamental inconsistency with the expected physical world.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "cinematic slow-motion close-up, shot from a striking low angle, slowly and steadily zooms in on a large, modern office printer operating at full speed. The machine's sleek, matte dark gray exterior reflects a soft sheen under the bright, cool office overhead light. With a nearly inaudible, smooth mechanical click, a crisp, white sheet of A4 paper is precisely ejected from the dispenser. In slow motion, the paper performs an elegant ballet, rising in a perfect arc, its edges appearing incredibly sharp in the light. Then, gently and precisely, it descends, seamlessly joining the stack of perfectly aligned documents below, without a single jerk or misalignment. Immediately, a second sheet follows, following in the same impeccable trajectory, creating a coherent and rhythmic visual rhythm. In the background beyond the depth of field, one can see the blurred outline of a busy office - the shadows of people walking and the flickering spots of light from computer screens. This blurred dynamic background contrasts sharply with the calm, precise and orderly operation of the printer in the foreground. The entire picture, through the ultimate display of the aesthetics of mechanical movement, creates a professional atmosphere of speed, efficiency and absolute reliability that is extremely comfortable and trustworthy.",
+        "seed": 28279,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_8/index_8532_seed_28279_dp_17_rank_34_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.40625,
+        "video_score2_ta": 1.0,
+        "video_score2_mq": 1.03125,
+        "video_score2_overall": 3.4375,
+        "avg": 3.4375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "cinematic slow-motion close-up, shot from a striking low angle, slowly and steadily zooms in on a large, modern office printer operating at full speed. The machine's sleek, matte dark gray exterior reflects a soft sheen under the bright, cool office overhead light. With a nearly inaudible, smooth mechanical click, a crisp, white sheet of A4 paper is precisely ejected from the dispenser. In slow motion, the paper performs an elegant ballet, rising in a perfect arc, its edges appearing incredibly sharp in the light. Then, gently and precisely, it descends, seamlessly joining the stack of perfectly aligned documents below, without a single jerk or misalignment. Immediately, a second sheet follows, following in the same impeccable trajectory, creating a coherent and rhythmic visual rhythm. In the background beyond the depth of field, one can see the blurred outline of a busy office - the shadows of people walking and the flickering spots of light from computer screens. This blurred dynamic background contrasts sharply with the calm, precise and orderly operation of the printer in the foreground. The entire picture, through the ultimate display of the aesthetics of mechanical movement, creates a professional atmosphere of speed, efficiency and absolute reliability that is extremely comfortable and trustworthy.",
+                "token_credit_reward": 3.4375,
+                "selected_reward": 3.4375,
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a cinematic slow-motion close-up of a large, modern office printer operating at full speed, with a sleek matte dark gray exterior, a soft sheen under bright, cool office overhead light, a crisp white sheet of A4 paper being ejected, performing an elegant arc, then descending into a stack of documents, followed by a second sheet, all set against a blurred office background with moving shadows and flickering screen lights, conveying speed, efficiency, and reliability.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy distortion and artifacts. The imagery is largely abstract with grid-like patterns and color shifts; recognizable objects are not preserved, and the scene lacks clarity. The overall visual quality is severely degraded, with artifacts that obscure details and prevent faithful rendering of the described content.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not depict a clear office-printer sequence, nor the specific actions (e.g., paper ejection, arc trajectory, or the presence of a second sheet). The content is too distorted to map to the requested scenario, resulting in near-zero correspondence between prompt and video.\n\nPhysical/Common-sense Consistency:\nThe extreme distortion prevents any meaningful assessment of physical realism or common-sense behavior. There is no coherent depiction of real-world interactions, and the scene cannot be interpreted as physically plausible.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.40625,
+                    "TA": 1.0,
+                    "MQ": 1.03125,
+                    "Overall": 3.4375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a cinematic slow-motion close-up of a large, modern office printer operating at full speed, with a sleek matte dark gray exterior, a soft sheen under bright, cool office overhead light, a crisp white sheet of A4 paper being ejected, performing an elegant arc, then descending into a stack of documents, followed by a second sheet, all set against a blurred office background with moving shadows and flickering screen lights, conveying speed, efficiency, and reliability.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are dominated by heavy distortion and artifacts. The imagery is largely abstract with grid-like patterns and color shifts; recognizable objects are not preserved, and the scene lacks clarity. The overall visual quality is severely degraded, with artifacts that obscure details and prevent faithful rendering of the described content.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not depict a clear office-printer sequence, nor the specific actions (e.g., paper ejection, arc trajectory, or the presence of a second sheet). The content is too distorted to map to the requested scenario, resulting in near-zero correspondence between prompt and video.\n\nPhysical/Common-sense Consistency:\nThe extreme distortion prevents any meaningful assessment of physical realism or common-sense behavior. There is no coherent depiction of real-world interactions, and the scene cannot be interpreted as physically plausible.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_9/index_tensor([5739, 5739])_group_9_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_9/index_tensor([5739, 5739])_group_9_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..92e1c4a749505238246a503610a0d1f4938c54e2
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_9/index_tensor([5739, 5739])_group_9_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "steady shot, shot from a level angle just above the cat's eye level, creates a naturally composed, documentary-like quality, capturing a vibrant moment. At the center of the frame, a tabby shorthair cat, its fur sleek and glossy, light gray with deep black stripes, rests on a warm oak floor, the grain of the wood planks clearly visible in the soft light. The afternoon sun filters through the window, casting a variegated, ever-shifting pattern of light on the floor around it. Concentrated and excited, the cat spun in a breathtaking circle, its body forming a blurred, dynamic circle, its bright green eyes fixed on its target. Its paws punctuated the wood floor, occasionally stumbling briefly due to a loss of balance, only to regain its composure and resume its play. The sunlight illuminated the swirling fur, creating a captivating golden outline. The entire scene is bathed in warm, soft natural light, with warm wood and gold as the main colors, creating a leisurely, pleasant and peaceful atmosphere full of life.",
+        "seed": 11122,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_9/index_5739_seed_11122_dp_18_rank_36_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.390625,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.109375,
+        "video_score2_overall": 3.515625,
+        "avg": 3.5078125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "steady shot, shot from a level angle just above the cat's eye level, creates a naturally composed, documentary-like quality, capturing a vibrant moment. At the center of the frame, a tabby shorthair cat, its fur sleek and glossy, light gray with deep black stripes, rests on a warm oak floor, the grain of the wood planks clearly visible in the soft light. The afternoon sun filters through the window, casting a variegated, ever-shifting pattern of light on the floor around it. Concentrated and excited, the cat spun in a breathtaking circle, its body forming a blurred, dynamic circle, its bright green eyes fixed on its target. Its paws punctuated the wood floor, occasionally stumbling briefly due to a loss of balance, only to regain its composure and resume its play. The sunlight illuminated the swirling fur, creating a captivating golden outline. The entire scene is bathed in warm, soft natural light, with warm wood and gold as the main colors, creating a leisurely, pleasant and peaceful atmosphere full of life.",
+                "token_credit_reward": 3.515625,
+                "selected_reward": 3.515625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a steady shot from a level angle just above a cat's eye level, featuring a tabby shorthair cat with light gray fur and deep black stripes resting on a warm oak floor, with sunlight filtering through a window creating a variegated pattern. The cat is depicted spinning in a dynamic circle, with bright green eyes focused on a target, pawing the floor, occasional balance issues, and a warm, lively atmosphere.\n\nVisual Quality Analysis:\nAcross the frames, the visual quality is severely degraded. The footage shows extreme pixelation and heavy compression artifacts that obscure details, making the cat and scene largely indistinguishable. The resolution is insufficient to reveal fur texture or floor grain, and color fidelity is poor. The overall image quality is so compromised that identifying key elements described in the prompt is not feasible. This supports a very low Visual Quality score.\n\nText-to-Video Alignment Analysis:\nBecause the video is so degraded, critical elements from the prompt cannot be reliably verified. The presence of a cat, the specific tabby markings, the exact eye color, and the described dynamic actions (spinning, pawing, balance issues) cannot be confirmed. The alignment between the textual description and the visual content is effectively unattainable given the current quality, resulting in a minimal alignment assessment.\n\nPhysical/Common-sense Consistency:\nThe extreme degradation prevents any meaningful assessment of physical realism or common-sense behavior. There is no observable evidence to support plausible interactions or dynamics, and the scene cannot be evaluated for consistency with real-world expectations.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical Consistency: 1\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.390625,
+                    "TA": 1.0078125,
+                    "MQ": 1.109375,
+                    "Overall": 3.515625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a steady shot from a level angle just above a cat's eye level, featuring a tabby shorthair cat with light gray fur and deep black stripes resting on a warm oak floor, with sunlight filtering through a window creating a variegated pattern. The cat is depicted spinning in a dynamic circle, with bright green eyes focused on a target, pawing the floor, occasional balance issues, and a warm, lively atmosphere.\n\nVisual Quality Analysis:\nAcross the frames, the visual quality is severely degraded. The footage shows extreme pixelation and heavy compression artifacts that obscure details, making the cat and scene largely indistinguishable. The resolution is insufficient to reveal fur texture or floor grain, and color fidelity is poor. The overall image quality is so compromised that identifying key elements described in the prompt is not feasible. This supports a very low Visual Quality score.\n\nText-to-Video Alignment Analysis:\nBecause the video is so degraded, critical elements from the prompt cannot be reliably verified. The presence of a cat, the specific tabby markings, the exact eye color, and the described dynamic actions (spinning, pawing, balance issues) cannot be confirmed. The alignment between the textual description and the visual content is effectively unattainable given the current quality, resulting in a minimal alignment assessment.\n\nPhysical/Common-sense Consistency:\nThe extreme degradation prevents any meaningful assessment of physical realism or common-sense behavior. There is no observable evidence to support plausible interactions or dynamics, and the scene cannot be evaluated for consistency with real-world expectations.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical Consistency: 1\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "steady shot, shot from a level angle just above the cat's eye level, creates a naturally composed, documentary-like quality, capturing a vibrant moment. At the center of the frame, a tabby shorthair cat, its fur sleek and glossy, light gray with deep black stripes, rests on a warm oak floor, the grain of the wood planks clearly visible in the soft light. The afternoon sun filters through the window, casting a variegated, ever-shifting pattern of light on the floor around it. Concentrated and excited, the cat spun in a breathtaking circle, its body forming a blurred, dynamic circle, its bright green eyes fixed on its target. Its paws punctuated the wood floor, occasionally stumbling briefly due to a loss of balance, only to regain its composure and resume its play. The sunlight illuminated the swirling fur, creating a captivating golden outline. The entire scene is bathed in warm, soft natural light, with warm wood and gold as the main colors, creating a leisurely, pleasant and peaceful atmosphere full of life.",
+        "seed": 11123,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_9/index_5739_seed_11123_dp_18_rank_36_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.28125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0625,
+        "video_score2_overall": 3.34375,
+        "avg": 3.3515625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "steady shot, shot from a level angle just above the cat's eye level, creates a naturally composed, documentary-like quality, capturing a vibrant moment. At the center of the frame, a tabby shorthair cat, its fur sleek and glossy, light gray with deep black stripes, rests on a warm oak floor, the grain of the wood planks clearly visible in the soft light. The afternoon sun filters through the window, casting a variegated, ever-shifting pattern of light on the floor around it. Concentrated and excited, the cat spun in a breathtaking circle, its body forming a blurred, dynamic circle, its bright green eyes fixed on its target. Its paws punctuated the wood floor, occasionally stumbling briefly due to a loss of balance, only to regain its composure and resume its play. The sunlight illuminated the swirling fur, creating a captivating golden outline. The entire scene is bathed in warm, soft natural light, with warm wood and gold as the main colors, creating a leisurely, pleasant and peaceful atmosphere full of life.",
+                "token_credit_reward": 3.34375,
+                "selected_reward": 3.34375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a steady shot from a level angle just above a cat's eye level, featuring a tabby shorthair cat with light gray fur and deep black stripes resting on a warm oak floor, with sunlight filtering through a window creating a variegated pattern. The cat is depicted spinning in a dynamic circle, with bright green eyes focused on a target, pawing the floor, occasional balance issues, and a warm, golden-lit atmosphere.\n\nVisual Quality Analysis:\nAcross the frames, the visual quality is severely degraded. The footage shows extreme pixelation and heavy compression artifacts that obscure details, making the cat and scene largely indistinguishable. The resolution is insufficient to reveal fur texture or floor grain, and color fidelity is poor. There is little variation between frames, indicating minimal motion and a lack of smoothness. Overall, the video presents a near unusable image quality with pervasive artifacts.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not clearly depict a tabby cat, a warm oak floor, or the described lighting dynamics. The central subject and key elements (cat, spinning action, bright green eyes, and the specific environmental cues) are not discernible, resulting in a complete mismatch between the textual description and the visual content.\n\nPhysical/Common-sense Consistency:\nBecause the core subject and scene are not identifiable, assessing physical realism or common-sense coherence is not feasible. The available cues do not support any meaningful evaluation of plausible interactions or spatial relationships; the video fails to convey coherent physical behavior.\n\nGround-truth scores:\nDim-1 Visual Quality: 1\nDim-2 Text-to-Video Alignment: 1\nDim-3 Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.28125,
+                    "TA": 1.0078125,
+                    "MQ": 1.0625,
+                    "Overall": 3.34375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a steady shot from a level angle just above a cat's eye level, featuring a tabby shorthair cat with light gray fur and deep black stripes resting on a warm oak floor, with sunlight filtering through a window creating a variegated pattern. The cat is depicted spinning in a dynamic circle, with bright green eyes focused on a target, pawing the floor, occasional balance issues, and a warm, golden-lit atmosphere.\n\nVisual Quality Analysis:\nAcross the frames, the visual quality is severely degraded. The footage shows extreme pixelation and heavy compression artifacts that obscure details, making the cat and scene largely indistinguishable. The resolution is insufficient to reveal fur texture or floor grain, and color fidelity is poor. There is little variation between frames, indicating minimal motion and a lack of smoothness. Overall, the video presents a near unusable image quality with pervasive artifacts.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not clearly depict a tabby cat, a warm oak floor, or the described lighting dynamics. The central subject and key elements (cat, spinning action, bright green eyes, and the specific environmental cues) are not discernible, resulting in a complete mismatch between the textual description and the visual content.\n\nPhysical/Common-sense Consistency:\nBecause the core subject and scene are not identifiable, assessing physical realism or common-sense coherence is not feasible. The available cues do not support any meaningful evaluation of plausible interactions or spatial relationships; the video fails to convey coherent physical behavior.\n\nGround-truth scores:\nDim-1 Visual Quality: 1\nDim-2 Text-to-Video Alignment: 1\nDim-3 Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "steady shot, shot from a level angle just above the cat's eye level, creates a naturally composed, documentary-like quality, capturing a vibrant moment. At the center of the frame, a tabby shorthair cat, its fur sleek and glossy, light gray with deep black stripes, rests on a warm oak floor, the grain of the wood planks clearly visible in the soft light. The afternoon sun filters through the window, casting a variegated, ever-shifting pattern of light on the floor around it. Concentrated and excited, the cat spun in a breathtaking circle, its body forming a blurred, dynamic circle, its bright green eyes fixed on its target. Its paws punctuated the wood floor, occasionally stumbling briefly due to a loss of balance, only to regain its composure and resume its play. The sunlight illuminated the swirling fur, creating a captivating golden outline. The entire scene is bathed in warm, soft natural light, with warm wood and gold as the main colors, creating a leisurely, pleasant and peaceful atmosphere full of life.",
+        "seed": 11124,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_9/index_5739_seed_11124_dp_19_rank_38_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.25,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.0703125,
+        "video_score2_overall": 3.34375,
+        "avg": 3.3359375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "steady shot, shot from a level angle just above the cat's eye level, creates a naturally composed, documentary-like quality, capturing a vibrant moment. At the center of the frame, a tabby shorthair cat, its fur sleek and glossy, light gray with deep black stripes, rests on a warm oak floor, the grain of the wood planks clearly visible in the soft light. The afternoon sun filters through the window, casting a variegated, ever-shifting pattern of light on the floor around it. Concentrated and excited, the cat spun in a breathtaking circle, its body forming a blurred, dynamic circle, its bright green eyes fixed on its target. Its paws punctuated the wood floor, occasionally stumbling briefly due to a loss of balance, only to regain its composure and resume its play. The sunlight illuminated the swirling fur, creating a captivating golden outline. The entire scene is bathed in warm, soft natural light, with warm wood and gold as the main colors, creating a leisurely, pleasant and peaceful atmosphere full of life.",
+                "token_credit_reward": 3.34375,
+                "selected_reward": 3.34375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a steady shot from a level angle just above a cat's eye level, featuring a tabby shorthair cat with light gray fur and deep black stripes resting on a warm oak floor, with sunlight filtering through a window creating a variegated pattern. The cat is depicted spinning in a dynamic circle, with bright green eyes focused on a target, pawing the floor, occasional balance issues, and a warm, golden-lit atmosphere.\n\nVisual Quality Assessment:\nAcross the frames, the visual quality is severely degraded. The footage shows extreme pixelation and heavy compression artifacts that obscure details, making the cat and scene largely indistinguishable. The resolution is insufficient to reveal fur texture or floor grain, and color fidelity is poor. The overall image quality is so compromised that reliable interpretation of the scene is not possible. This aligns with a very low Visual Quality score (1).\n\nText-to-Video Alignment Assessment:\nThere is essentially no alignment between the prompt and what is visible. The prompt calls for a clear depiction of a tabby cat with distinct markings, a warm oak floor with visible grain, and a sunlit, dynamic sequence; none of these elements are discernible in the frames due to the severe degradation. The video does not convey the described scene, resulting in a Text-to-Video Alignment score of 1.\n\nPhysical/Common-sense Consistency:\nBecause the content is not interpretable, there is no basis to assess physical realism or common-sense behavior. The frames do not provide enough information to evaluate plausible interactions or motion, so the Physical/Common-sense Consistency score is 1.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical/Common-sense Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.25,
+                    "TA": 1.015625,
+                    "MQ": 1.0703125,
+                    "Overall": 3.34375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a steady shot from a level angle just above a cat's eye level, featuring a tabby shorthair cat with light gray fur and deep black stripes resting on a warm oak floor, with sunlight filtering through a window creating a variegated pattern. The cat is depicted spinning in a dynamic circle, with bright green eyes focused on a target, pawing the floor, occasional balance issues, and a warm, golden-lit atmosphere.\n\nVisual Quality Assessment:\nAcross the frames, the visual quality is severely degraded. The footage shows extreme pixelation and heavy compression artifacts that obscure details, making the cat and scene largely indistinguishable. The resolution is insufficient to reveal fur texture or floor grain, and color fidelity is poor. The overall image quality is so compromised that reliable interpretation of the scene is not possible. This aligns with a very low Visual Quality score (1).\n\nText-to-Video Alignment Assessment:\nThere is essentially no alignment between the prompt and what is visible. The prompt calls for a clear depiction of a tabby cat with distinct markings, a warm oak floor with visible grain, and a sunlit, dynamic sequence; none of these elements are discernible in the frames due to the severe degradation. The video does not convey the described scene, resulting in a Text-to-Video Alignment score of 1.\n\nPhysical/Common-sense Consistency:\nBecause the content is not interpretable, there is no basis to assess physical realism or common-sense behavior. The frames do not provide enough information to evaluate plausible interactions or motion, so the Physical/Common-sense Consistency score is 1.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical/Common-sense Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "steady shot, shot from a level angle just above the cat's eye level, creates a naturally composed, documentary-like quality, capturing a vibrant moment. At the center of the frame, a tabby shorthair cat, its fur sleek and glossy, light gray with deep black stripes, rests on a warm oak floor, the grain of the wood planks clearly visible in the soft light. The afternoon sun filters through the window, casting a variegated, ever-shifting pattern of light on the floor around it. Concentrated and excited, the cat spun in a breathtaking circle, its body forming a blurred, dynamic circle, its bright green eyes fixed on its target. Its paws punctuated the wood floor, occasionally stumbling briefly due to a loss of balance, only to regain its composure and resume its play. The sunlight illuminated the swirling fur, creating a captivating golden outline. The entire scene is bathed in warm, soft natural light, with warm wood and gold as the main colors, creating a leisurely, pleasant and peaceful atmosphere full of life.",
+        "seed": 11125,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000804/group_9/index_5739_seed_11125_dp_19_rank_38_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.234375,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.078125,
+        "video_score2_overall": 3.328125,
+        "avg": 3.3203125,
+        "reward_records": [
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+                "question_id": "videoscore2_overall",
+                "question": "steady shot, shot from a level angle just above the cat's eye level, creates a naturally composed, documentary-like quality, capturing a vibrant moment. At the center of the frame, a tabby shorthair cat, its fur sleek and glossy, light gray with deep black stripes, rests on a warm oak floor, the grain of the wood planks clearly visible in the soft light. The afternoon sun filters through the window, casting a variegated, ever-shifting pattern of light on the floor around it. Concentrated and excited, the cat spun in a breathtaking circle, its body forming a blurred, dynamic circle, its bright green eyes fixed on its target. Its paws punctuated the wood floor, occasionally stumbling briefly due to a loss of balance, only to regain its composure and resume its play. The sunlight illuminated the swirling fur, creating a captivating golden outline. The entire scene is bathed in warm, soft natural light, with warm wood and gold as the main colors, creating a leisurely, pleasant and peaceful atmosphere full of life.",
+                "token_credit_reward": 3.328125,
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+                "credit_map_shape": [
+                    3,
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+                ],
+                "top_frames": [
+                    1,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a steady shot from a level angle just above a cat's eye level, featuring a tabby shorthair cat with light gray fur and deep black stripes resting on a warm oak floor, with sunlight filtering through a window creating a variegated pattern. The cat is depicted spinning in a dynamic circle, with bright green eyes focused on a target, pawing the floor, occasional balance issues, and a warm, golden-lit scene.\n\nVisual Quality Analysis:\nAcross the frames, the visual quality is severely degraded. The resolution is very low, with heavy pixelation and pervasive artifacts that obscure details. A prominent geometric distortion pattern overlays the image, producing a warped, kaleidoscopic effect that makes it impossible to discern the intended content. The frames appear largely static with minimal motion, and overall clarity is poor. This results in a Visual Quality score of 1.\n\nText-to-Video Alignment Analysis:\nThe video fails to reflect the described prompt in any meaningful way. The overlay dominates the frame, preventing recognition of the cat, the wooden floor, or the lighting cues. There is no clear evidence of a cat, a spinning motion, or the specified lighting conditions, and the scene does not convey the intended narrative. Alignment to the prompt is effectively non-existent, corresponding to a Text-to-Video Alignment score of 1.\n\nPhysical/Common-sense Consistency:\nThe extreme distortion prevents any credible assessment of physical realism or common-sense behavior. The warped geometry and lack of recognizable objects render the scene inconsistent with real-world expectations, resulting in a Physical/Common-sense Consistency score of 1.\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.234375,
+                    "TA": 1.0078125,
+                    "MQ": 1.078125,
+                    "Overall": 3.328125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a steady shot from a level angle just above a cat's eye level, featuring a tabby shorthair cat with light gray fur and deep black stripes resting on a warm oak floor, with sunlight filtering through a window creating a variegated pattern. The cat is depicted spinning in a dynamic circle, with bright green eyes focused on a target, pawing the floor, occasional balance issues, and a warm, golden-lit scene.\n\nVisual Quality Analysis:\nAcross the frames, the visual quality is severely degraded. The resolution is very low, with heavy pixelation and pervasive artifacts that obscure details. A prominent geometric distortion pattern overlays the image, producing a warped, kaleidoscopic effect that makes it impossible to discern the intended content. The frames appear largely static with minimal motion, and overall clarity is poor. This results in a Visual Quality score of 1.\n\nText-to-Video Alignment Analysis:\nThe video fails to reflect the described prompt in any meaningful way. The overlay dominates the frame, preventing recognition of the cat, the wooden floor, or the lighting cues. There is no clear evidence of a cat, a spinning motion, or the specified lighting conditions, and the scene does not convey the intended narrative. Alignment to the prompt is effectively non-existent, corresponding to a Text-to-Video Alignment score of 1.\n\nPhysical/Common-sense Consistency:\nThe extreme distortion prevents any credible assessment of physical realism or common-sense behavior. The warped geometry and lack of recognizable objects render the scene inconsistent with real-world expectations, resulting in a Physical/Common-sense Consistency score of 1.\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, medium shot, shot from a low angle\n- Captures distinctive, slightly handmade quality of stop-motion animation\n- A vast mountain of rough-textured Swiss cheese\n- Riddled with holes of varying sizes\n- Warm, pale yellow surface\n- Illuminated by soft but well-directed sidelight\n- Takes on oily sheen\n- Deep shadows across its rugged surface\n- Highlighting unique, hand-kneaded texture\n- An invisible force slowly and steadily erodes the side of the mountain\n- Cheese peeling away, fragment by fragment, frame by frame, irregularly\n- Outer layer of cheese recedes\n- Carefully constructed inner structure revealed\n- Crispy, salty crackers (square/rectangular, jagged edges)\n- Dry, golden, slightly burnt surface\n- Subtle contrast with yellow cheese\n- Steady progression with stop-motion feel\n- Fantasy, childlike fun, surrealism\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme blur, heavy compression artifacts, and pronounced color banding that washes out details. The cheese surface and texture are not discernible, and lighting cues are inconsistent across frames. The result is a very low-fidelity presentation with little perceptual clarity, making it difficult to interpret the intended visuals.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is minimal. While some warm tones and a low-angle impression may be present, the essential elements described—visible holes, a clearly defined cheese texture, visible cracks, and a deliberate stop-motion erosion—are not convincingly realized due to the poor image quality. The video does not convincingly convey the described scene or dynamics.\n\nPhysical/Common-sense Consistency:\nThere is no coherent physical progression. The frames do not demonstrate a plausible, continuous deformation of the cheese under an invisible force; instead, the visuals appear static and disconnected, with no convincing causal relationships between frames.\n\nOverall assessment:\nThe video fails to deliver the requested content across all three dimensions. Visual quality is severely compromised, text-to-video alignment is effectively absent, and physical/common-sense consistency is not demonstrated.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.34375,
+                    "TA": 1.046875,
+                    "MQ": 1.1640625,
+                    "Overall": 3.5625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, medium shot, shot from a low angle\n- Captures distinctive, slightly handmade quality of stop-motion animation\n- A vast mountain of rough-textured Swiss cheese\n- Riddled with holes of varying sizes\n- Warm, pale yellow surface\n- Illuminated by soft but well-directed sidelight\n- Takes on oily sheen\n- Deep shadows across its rugged surface\n- Highlighting unique, hand-kneaded texture\n- An invisible force slowly and steadily erodes the side of the mountain\n- Cheese peeling away, fragment by fragment, frame by frame, irregularly\n- Outer layer of cheese recedes\n- Carefully constructed inner structure revealed\n- Crispy, salty crackers (square/rectangular, jagged edges)\n- Dry, golden, slightly burnt surface\n- Subtle contrast with yellow cheese\n- Steady progression with stop-motion feel\n- Fantasy, childlike fun, surrealism\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme blur, heavy compression artifacts, and pronounced color banding that washes out details. The cheese surface and texture are not discernible, and lighting cues are inconsistent across frames. The result is a very low-fidelity presentation with little perceptual clarity, making it difficult to interpret the intended visuals.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is minimal. While some warm tones and a low-angle impression may be present, the essential elements described—visible holes, a clearly defined cheese texture, visible cracks, and a deliberate stop-motion erosion—are not convincingly realized due to the poor image quality. The video does not convincingly convey the described scene or dynamics.\n\nPhysical/Common-sense Consistency:\nThere is no coherent physical progression. The frames do not demonstrate a plausible, continuous deformation of the cheese under an invisible force; instead, the visuals appear static and disconnected, with no convincing causal relationships between frames.\n\nOverall assessment:\nThe video fails to deliver the requested content across all three dimensions. Visual quality is severely compromised, text-to-video alignment is effectively absent, and physical/common-sense consistency is not demonstrated.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static, medium shot, shot from a low angle, perfectly captures the distinctive, slightly handmade quality of stop-motion animation. A vast mountain of rough-textured Swiss cheese, riddled with holes of varying sizes, dominates the frame. Its warm, pale yellow surface, illuminated by a soft but well-directed sidelight, takes on an oily sheen, casting deep shadows across its rugged surface, highlighting its unique, hand-kneaded texture. An invisible force slowly and steadily erodes the side of the mountain, the cheese peeling away, fragment by fragment, frame by frame, irregularly. As the outer layer of the cheese recedes, the carefully constructed inner structure, built from crispy, salty crackers, gradually reveals itself. These crackers are square or rectangular, with distinct, jagged edges. Their dry, golden, slightly burnt surface creates a subtle contrast with the yellow of the cheese. The entire process proceeds steadily with the unique frame-by-frame jump feeling of stop-motion animation, creating a fascinating atmosphere of fantasy, childlike fun and a touch of surrealism, allowing the audience to focus completely on this silent and wonderful deconstruction process.",
+        "seed": 6471,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_0/index_9340_seed_6471_dp_0_rank_0_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 0,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.28125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0625,
+        "video_score2_overall": 3.34375,
+        "avg": 3.3515625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, medium shot, shot from a low angle, perfectly captures the distinctive, slightly handmade quality of stop-motion animation. A vast mountain of rough-textured Swiss cheese, riddled with holes of varying sizes, dominates the frame. Its warm, pale yellow surface, illuminated by a soft but well-directed sidelight, takes on an oily sheen, casting deep shadows across its rugged surface, highlighting its unique, hand-kneaded texture. An invisible force slowly and steadily erodes the side of the mountain, the cheese peeling away, fragment by fragment, frame by frame, irregularly. As the outer layer of the cheese recedes, the carefully constructed inner structure, built from crispy, salty crackers, gradually reveals itself. These crackers are square or rectangular, with distinct, jagged edges. Their dry, golden, slightly burnt surface creates a subtle contrast with the yellow of the cheese. The entire process proceeds steadily with the unique frame-by-frame jump feeling of stop-motion animation, creating a fascinating atmosphere of fantasy, childlike fun and a touch of surrealism, allowing the audience to focus completely on this silent and wonderful deconstruction process.",
+                "token_credit_reward": 3.34375,
+                "selected_reward": 3.34375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A static, medium shot from a low angle\n- Capturing a distinctive, slightly handmade quality of stop-motion animation\n- A vast mountain of rough-textured Swiss cheese\n- Riddled with holes of varying sizes\n- Warm, pale yellow surface\n- Illuminated by soft but well-directed sidelight\n- Takes on an oily sheen\n- Deep shadows across its rugged surface\n- Highlighting unique, hand-kneaded texture\n- An invisible force slowly erodes the side of the mountain\n- Cheese peeling away, fragment by fragment\n- Frame by frame, irregularly\n- As outer layer recedes, carefully constructed inner structure reveals itself\n- Built from crispy, salty crackers\n- Crakers are square or rectangular with distinct, jagged edges\n- Dry, golden, slightly burnt surface\n- Subtle contrast with yellow of cheese\n- Entire process proceeds steadily with stop-motion feel\n- Creating atmosphere of fantasy, childlike fun, surrealism\n\nNow let me examine the frames:\n\nLooking at the frames, they appear as abstract color bands with yellow/golden tones and some darker areas. There is no identifiable cheese, mountain, holes, or any of the detailed elements described in the prompt. The visuals are highly blurred and lack definable objects or textures. The sequence does not clearly convey a stop-motion animation of cheese being eroded; instead it reads as abstract color transitions rather than a coherent scene.\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames are extremely blurry with minimal detail, and there is little to no recognizable content. The color gradients are present but do not form meaningful shapes or textures. The result is a very poor visual experience that fails to communicate the intended subject matter.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the video. The prompt describes a detailed culinary scene with cheese, holes, lighting, and a stop-motion erode sequence, which is not reflected in the frames. The video presents abstract color patterns without any cheese or related elements, indicating a complete mismatch with the requested content.\n\nPhysical/Common-sense Consistency:\nWith no identifiable objects or actions, there is nothing to evaluate for physical plausibility or common-sense behavior. The abstract color bands do not correspond to any real-world object or phenomenon, so any assessment of physical consistency is not applicable.\n\nOverall, the video demonstrates severe deficiencies across all three dimensions, with no meaningful correspondence to the original prompt.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.28125,
+                    "TA": 1.0078125,
+                    "MQ": 1.0625,
+                    "Overall": 3.34375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A static, medium shot from a low angle\n- Capturing a distinctive, slightly handmade quality of stop-motion animation\n- A vast mountain of rough-textured Swiss cheese\n- Riddled with holes of varying sizes\n- Warm, pale yellow surface\n- Illuminated by soft but well-directed sidelight\n- Takes on an oily sheen\n- Deep shadows across its rugged surface\n- Highlighting unique, hand-kneaded texture\n- An invisible force slowly erodes the side of the mountain\n- Cheese peeling away, fragment by fragment\n- Frame by frame, irregularly\n- As outer layer recedes, carefully constructed inner structure reveals itself\n- Built from crispy, salty crackers\n- Crakers are square or rectangular with distinct, jagged edges\n- Dry, golden, slightly burnt surface\n- Subtle contrast with yellow of cheese\n- Entire process proceeds steadily with stop-motion feel\n- Creating atmosphere of fantasy, childlike fun, surrealism\n\nNow let me examine the frames:\n\nLooking at the frames, they appear as abstract color bands with yellow/golden tones and some darker areas. There is no identifiable cheese, mountain, holes, or any of the detailed elements described in the prompt. The visuals are highly blurred and lack definable objects or textures. The sequence does not clearly convey a stop-motion animation of cheese being eroded; instead it reads as abstract color transitions rather than a coherent scene.\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames are extremely blurry with minimal detail, and there is little to no recognizable content. The color gradients are present but do not form meaningful shapes or textures. The result is a very poor visual experience that fails to communicate the intended subject matter.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the video. The prompt describes a detailed culinary scene with cheese, holes, lighting, and a stop-motion erode sequence, which is not reflected in the frames. The video presents abstract color patterns without any cheese or related elements, indicating a complete mismatch with the requested content.\n\nPhysical/Common-sense Consistency:\nWith no identifiable objects or actions, there is nothing to evaluate for physical plausibility or common-sense behavior. The abstract color bands do not correspond to any real-world object or phenomenon, so any assessment of physical consistency is not applicable.\n\nOverall, the video demonstrates severe deficiencies across all three dimensions, with no meaningful correspondence to the original prompt.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static, medium shot, shot from a low angle, perfectly captures the distinctive, slightly handmade quality of stop-motion animation. A vast mountain of rough-textured Swiss cheese, riddled with holes of varying sizes, dominates the frame. Its warm, pale yellow surface, illuminated by a soft but well-directed sidelight, takes on an oily sheen, casting deep shadows across its rugged surface, highlighting its unique, hand-kneaded texture. An invisible force slowly and steadily erodes the side of the mountain, the cheese peeling away, fragment by fragment, frame by frame, irregularly. As the outer layer of the cheese recedes, the carefully constructed inner structure, built from crispy, salty crackers, gradually reveals itself. These crackers are square or rectangular, with distinct, jagged edges. Their dry, golden, slightly burnt surface creates a subtle contrast with the yellow of the cheese. The entire process proceeds steadily with the unique frame-by-frame jump feeling of stop-motion animation, creating a fascinating atmosphere of fantasy, childlike fun and a touch of surrealism, allowing the audience to focus completely on this silent and wonderful deconstruction process.",
+        "seed": 6472,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_0/index_9340_seed_6472_dp_1_rank_2_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 0,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.625,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.109375,
+        "video_score2_overall": 3.734375,
+        "avg": 3.7421875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, medium shot, shot from a low angle, perfectly captures the distinctive, slightly handmade quality of stop-motion animation. A vast mountain of rough-textured Swiss cheese, riddled with holes of varying sizes, dominates the frame. Its warm, pale yellow surface, illuminated by a soft but well-directed sidelight, takes on an oily sheen, casting deep shadows across its rugged surface, highlighting its unique, hand-kneaded texture. An invisible force slowly and steadily erodes the side of the mountain, the cheese peeling away, fragment by fragment, frame by frame, irregularly. As the outer layer of the cheese recedes, the carefully constructed inner structure, built from crispy, salty crackers, gradually reveals itself. These crackers are square or rectangular, with distinct, jagged edges. Their dry, golden, slightly burnt surface creates a subtle contrast with the yellow of the cheese. The entire process proceeds steadily with the unique frame-by-frame jump feeling of stop-motion animation, creating a fascinating atmosphere of fantasy, childlike fun and a touch of surrealism, allowing the audience to focus completely on this silent and wonderful deconstruction process.",
+                "token_credit_reward": 3.734375,
+                "selected_reward": 3.734375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - clarity, smoothness, artifacts\n2. Text-to-Video Alignment - fidelity to the prompt\n3. Physical/Common-sense Consistency - naturalness and physics plausibility\n\nFirst, let me understand what the text prompt is asking for:\n- A static, medium shot from a low angle\n- Capturing distinctive, slightly handmade quality of stop-motion animation\n- A vast mountain of rough-textured Swiss cheese\n- Riddled with holes of varying sizes\n- Warm, pale yellow surface\n- Soft but well-directed sidelight\n- Oily sheen, deep shadows\n- Hand-kneaded texture\n- Invisible force eroding the side of the mountain\n- Cheese peeling away, fragment by fragment\n- Revealing inner structure of crispy, salty crackers\n- Square or rectangular crackers with jagged edges\n- Dry, golden, slightly burnt surface\n- Stop-motion animation feel\n\nNow let me examine the frames:\n\nLooking at the frames, they appear to be extremely blurry and out of focus. The images show some reddish/orange coloring at the bottom and some greenish/yellowish elements at the top, but it's very difficult to make out any clear details due to severe blurriness and lack of sharpness. The frames seem to have a very low resolution and poor clarity overall.\n\nVisual Quality Analysis:\nThe visual quality is severely degraded. The frames are extremely blurry with minimal detail, making it impossible to discern objects or textures. The resolution is very low, and there is no meaningful clarity or sharpness. There are no obvious artifacts beyond the general blur, and the content cannot be interpreted reliably. Overall, the video fails to convey any recognizable scene or subject.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested prompt. The frames do not reveal a cheese mountain, holes, lighting, or any of the described elements; instead they present an indistinct, low-quality image with no identifiable objects or actions. The stop-motion animation aspect cannot be assessed due to the lack of discernible content. The result reflects a complete mismatch between the prompt and the video.\n\nPhysical/Common-sense Consistency:\nWith no discernible objects or actions, there is no basis to evaluate physical plausibility or common-sense behavior. The frames do not provide any information about motion, interactions, or object properties, so any assessment of consistency is not feasible.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.625,
+                    "TA": 1.0078125,
+                    "MQ": 1.109375,
+                    "Overall": 3.734375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - clarity, smoothness, artifacts\n2. Text-to-Video Alignment - fidelity to the prompt\n3. Physical/Common-sense Consistency - naturalness and physics plausibility\n\nFirst, let me understand what the text prompt is asking for:\n- A static, medium shot from a low angle\n- Capturing distinctive, slightly handmade quality of stop-motion animation\n- A vast mountain of rough-textured Swiss cheese\n- Riddled with holes of varying sizes\n- Warm, pale yellow surface\n- Soft but well-directed sidelight\n- Oily sheen, deep shadows\n- Hand-kneaded texture\n- Invisible force eroding the side of the mountain\n- Cheese peeling away, fragment by fragment\n- Revealing inner structure of crispy, salty crackers\n- Square or rectangular crackers with jagged edges\n- Dry, golden, slightly burnt surface\n- Stop-motion animation feel\n\nNow let me examine the frames:\n\nLooking at the frames, they appear to be extremely blurry and out of focus. The images show some reddish/orange coloring at the bottom and some greenish/yellowish elements at the top, but it's very difficult to make out any clear details due to severe blurriness and lack of sharpness. The frames seem to have a very low resolution and poor clarity overall.\n\nVisual Quality Analysis:\nThe visual quality is severely degraded. The frames are extremely blurry with minimal detail, making it impossible to discern objects or textures. The resolution is very low, and there is no meaningful clarity or sharpness. There are no obvious artifacts beyond the general blur, and the content cannot be interpreted reliably. Overall, the video fails to convey any recognizable scene or subject.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested prompt. The frames do not reveal a cheese mountain, holes, lighting, or any of the described elements; instead they present an indistinct, low-quality image with no identifiable objects or actions. The stop-motion animation aspect cannot be assessed due to the lack of discernible content. The result reflects a complete mismatch between the prompt and the video.\n\nPhysical/Common-sense Consistency:\nWith no discernible objects or actions, there is no basis to evaluate physical plausibility or common-sense behavior. The frames do not provide any information about motion, interactions, or object properties, so any assessment of consistency is not feasible.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static, medium shot, shot from a low angle, perfectly captures the distinctive, slightly handmade quality of stop-motion animation. A vast mountain of rough-textured Swiss cheese, riddled with holes of varying sizes, dominates the frame. Its warm, pale yellow surface, illuminated by a soft but well-directed sidelight, takes on an oily sheen, casting deep shadows across its rugged surface, highlighting its unique, hand-kneaded texture. An invisible force slowly and steadily erodes the side of the mountain, the cheese peeling away, fragment by fragment, frame by frame, irregularly. As the outer layer of the cheese recedes, the carefully constructed inner structure, built from crispy, salty crackers, gradually reveals itself. These crackers are square or rectangular, with distinct, jagged edges. Their dry, golden, slightly burnt surface creates a subtle contrast with the yellow of the cheese. The entire process proceeds steadily with the unique frame-by-frame jump feeling of stop-motion animation, creating a fascinating atmosphere of fantasy, childlike fun and a touch of surrealism, allowing the audience to focus completely on this silent and wonderful deconstruction process.",
+        "seed": 6473,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_0/index_9340_seed_6473_dp_1_rank_2_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 0,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.53125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.1328125,
+        "video_score2_overall": 3.65625,
+        "avg": 3.671875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, medium shot, shot from a low angle, perfectly captures the distinctive, slightly handmade quality of stop-motion animation. A vast mountain of rough-textured Swiss cheese, riddled with holes of varying sizes, dominates the frame. Its warm, pale yellow surface, illuminated by a soft but well-directed sidelight, takes on an oily sheen, casting deep shadows across its rugged surface, highlighting its unique, hand-kneaded texture. An invisible force slowly and steadily erodes the side of the mountain, the cheese peeling away, fragment by fragment, frame by frame, irregularly. As the outer layer of the cheese recedes, the carefully constructed inner structure, built from crispy, salty crackers, gradually reveals itself. These crackers are square or rectangular, with distinct, jagged edges. Their dry, golden, slightly burnt surface creates a subtle contrast with the yellow of the cheese. The entire process proceeds steadily with the unique frame-by-frame jump feeling of stop-motion animation, creating a fascinating atmosphere of fantasy, childlike fun and a touch of surrealism, allowing the audience to focus completely on this silent and wonderful deconstruction process.",
+                "token_credit_reward": 3.65625,
+                "selected_reward": 3.65625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A static, medium shot from a low angle\n- Capturing a distinctive, slightly handmade quality of stop-motion animation\n- A vast mountain of rough-textured Swiss cheese\n- Riddled with holes of varying sizes\n- Warm, pale yellow surface\n- Illuminated by soft but well-directed sidelight\n- Takes on an oily sheen\n- Deep shadows across its rugged surface\n- Highlighting unique, hand-kneaded texture\n- An invisible force slowly erodes the side of the mountain\n- Cheese peeling away, fragment by fragment\n- Frame by frame, irregularly\n- As outer layer recedes, carefully constructed inner structure reveals itself\n- Built from crispy, salty crackers\n- Crackers are square or rectangular with distinct, jagged edges\n- Dry, golden, slightly burnt surface\n- Subtle contrast with yellow of cheese\n- Entire process proceeds steadily with stop-motion feel\n- Creating atmosphere of fantasy, childlike fun, surrealism\n\nNow let me examine the frames:\n\nLooking at the frames, they appear as abstract orange/yellow shapes with no clear subject. There is no identifiable cheese mountain, no visible holes, no cheese texture, and no evidence of stop-motion animation or any of the described elements. The visuals are dominated by color gradients rather than the requested scene.\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames are extremely blurry with very low resolution and heavy compression artifacts. Color gradients are present but lack detail, and there is no discernible subject or texture. The result is a near-absence of meaningful visual content, making it impossible to assess fine-grained quality or fidelity.\n\nText-to-Video Alignment Analysis:\nThere is a complete mismatch between the prompt and the actual video content. None of the requested elements (Swiss cheese, holes, lighting, textures, or stop-motion dynamics) are observable. The video fails to convey the intended concept, resulting in essentially zero alignment with the original description.\n\nPhysical/Common-sense Consistency:\nWith no recognizable objects or actions, there is no basis to evaluate physical realism or common-sense behavior. The frames do not depict any plausible physical interaction or material properties, so any assessment of consistency is not feasible.\n\nGround-truth scores indicate Visual Quality = 1, Text-to-Video Alignment = 1, and Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
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+                    "TA": 1.0078125,
+                    "MQ": 1.1328125,
+                    "Overall": 3.65625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A static, medium shot from a low angle\n- Capturing a distinctive, slightly handmade quality of stop-motion animation\n- A vast mountain of rough-textured Swiss cheese\n- Riddled with holes of varying sizes\n- Warm, pale yellow surface\n- Illuminated by soft but well-directed sidelight\n- Takes on an oily sheen\n- Deep shadows across its rugged surface\n- Highlighting unique, hand-kneaded texture\n- An invisible force slowly erodes the side of the mountain\n- Cheese peeling away, fragment by fragment\n- Frame by frame, irregularly\n- As outer layer recedes, carefully constructed inner structure reveals itself\n- Built from crispy, salty crackers\n- Crackers are square or rectangular with distinct, jagged edges\n- Dry, golden, slightly burnt surface\n- Subtle contrast with yellow of cheese\n- Entire process proceeds steadily with stop-motion feel\n- Creating atmosphere of fantasy, childlike fun, surrealism\n\nNow let me examine the frames:\n\nLooking at the frames, they appear as abstract orange/yellow shapes with no clear subject. There is no identifiable cheese mountain, no visible holes, no cheese texture, and no evidence of stop-motion animation or any of the described elements. The visuals are dominated by color gradients rather than the requested scene.\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames are extremely blurry with very low resolution and heavy compression artifacts. Color gradients are present but lack detail, and there is no discernible subject or texture. The result is a near-absence of meaningful visual content, making it impossible to assess fine-grained quality or fidelity.\n\nText-to-Video Alignment Analysis:\nThere is a complete mismatch between the prompt and the actual video content. None of the requested elements (Swiss cheese, holes, lighting, textures, or stop-motion dynamics) are observable. The video fails to convey the intended concept, resulting in essentially zero alignment with the original description.\n\nPhysical/Common-sense Consistency:\nWith no recognizable objects or actions, there is no basis to evaluate physical realism or common-sense behavior. The frames do not depict any plausible physical interaction or material properties, so any assessment of consistency is not feasible.\n\nGround-truth scores indicate Visual Quality = 1, Text-to-Video Alignment = 1, and Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_1/index_tensor([9850, 9850])_group_1_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_1/index_tensor([9850, 9850])_group_1_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..4e75215e3371bf1a62c71797d557fc7fa95c0b2a
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_1/index_tensor([9850, 9850])_group_1_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "From a high angle, the camera tracks smoothly sideways, capturing scenes immersed in Makoto Shinkai's surreal, emotive style. A sleek all-wheel-drive 4x4, its low-slung chassis painted a gleaming, damp gunmetal gray, powerfully outmaneuvers a conventional bicycle on the rain-slicked asphalt. The 4x4's wide, treaded tires decisively plow through a large, glistening puddle, sending crystalline sprays of water into the air. As it passes, the last rays of the dramatic late afternoon sun flicker off the damp metal frame, creating a signature anamorphic lens flare that streaks horizontally across the frame. The slower bike, a classic steel-framed model clad in a muted red, is steadily steered by a lone rider, their frame clad in a simple, dark raincoat. The entire world is reflected in the mirror-like puddle on the path, revealing a double image of the dramatic sky above—a breathtaking canvas of deep violet, fiery orange, and soft pink. The atmosphere is filled with poignant beauty and fleeting movement, contrasting the relaxed, futuristic power of the quad bikes with the quiet, human endurance of the cyclists, set against a backdrop of overwhelming natural beauty.",
+        "seed": 26921,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_1/index_9850_seed_26921_dp_2_rank_4_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.5,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.078125,
+        "video_score2_overall": 3.578125,
+        "avg": 3.5859375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "From a high angle, the camera tracks smoothly sideways, capturing scenes immersed in Makoto Shinkai's surreal, emotive style. A sleek all-wheel-drive 4x4, its low-slung chassis painted a gleaming, damp gunmetal gray, powerfully outmaneuvers a conventional bicycle on the rain-slicked asphalt. The 4x4's wide, treaded tires decisively plow through a large, glistening puddle, sending crystalline sprays of water into the air. As it passes, the last rays of the dramatic late afternoon sun flicker off the damp metal frame, creating a signature anamorphic lens flare that streaks horizontally across the frame. The slower bike, a classic steel-framed model clad in a muted red, is steadily steered by a lone rider, their frame clad in a simple, dark raincoat. The entire world is reflected in the mirror-like puddle on the path, revealing a double image of the dramatic sky above—a breathtaking canvas of deep violet, fiery orange, and soft pink. The atmosphere is filled with poignant beauty and fleeting movement, contrasting the relaxed, futuristic power of the quad bikes with the quiet, human endurance of the cyclists, set against a backdrop of overwhelming natural beauty.",
+                "token_credit_reward": 3.578125,
+                "selected_reward": 3.578125,
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+                "credit_map_shape": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a high-angle, smooth side tracking shot featuring a sleek 4x4 with a low-slung gunmetal gray body, powerfully outmaneuvering a conventional bicycle on rain slick asphalt. It mentions wide treded tires plowing through a large puddle with crystalline water spray, last rays of dramatic late afternoon sun, a signature anamorphic lens flare, a slower bike with a rider in a dark raincoat, a mirror like puddle reflecting the sky, and a backdrop of natural beauty. In short, the prompt envisions a cinematic, high-fidelity scene with strong visual cues and a clear narrative arc.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The resolution is very low with pronounced pixelation and heavy compression artifacts. Color bleeding and banding are evident, and there is noticeable noise and grain throughout. The imagery lacks sharpness and fine detail, making it difficult to discern objects or actions. Overall, the video presents a markedly poor visual quality that undermines any potential cinematic intent.\n\nText-to-Video Alignment Analysis:\nThere is essentially no meaningful alignment with the prompt. The frames do not clearly depict the described elements such as the 4x4, the bicycle, the wet asphalt, the puddle interaction, the lighting effects, or the reflective surface. The content appears abstract and fragmented, with no coherent mapping to the requested scene. The result is a near complete failure to translate the textual description into a recognizable visual narrative.\n\nPhysical Consistency (Common-sense):\nFrom a basic physical standpoint, the visible cues that survive suggest plausible motion and interactions at a very coarse level. However, due to the extreme degradation, many expected physical relationships cannot be reliably inferred, and some apparent inconsistencies may arise from the artifacts themselves. Overall, physical consistency is limited but not entirely absent.\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 1.5,
+                    "TA": 1.0078125,
+                    "MQ": 1.078125,
+                    "Overall": 3.578125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a high-angle, smooth side tracking shot featuring a sleek 4x4 with a low-slung gunmetal gray body, powerfully outmaneuvering a conventional bicycle on rain slick asphalt. It mentions wide treded tires plowing through a large puddle with crystalline water spray, last rays of dramatic late afternoon sun, a signature anamorphic lens flare, a slower bike with a rider in a dark raincoat, a mirror like puddle reflecting the sky, and a backdrop of natural beauty. In short, the prompt envisions a cinematic, high-fidelity scene with strong visual cues and a clear narrative arc.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The resolution is very low with pronounced pixelation and heavy compression artifacts. Color bleeding and banding are evident, and there is noticeable noise and grain throughout. The imagery lacks sharpness and fine detail, making it difficult to discern objects or actions. Overall, the video presents a markedly poor visual quality that undermines any potential cinematic intent.\n\nText-to-Video Alignment Analysis:\nThere is essentially no meaningful alignment with the prompt. The frames do not clearly depict the described elements such as the 4x4, the bicycle, the wet asphalt, the puddle interaction, the lighting effects, or the reflective surface. The content appears abstract and fragmented, with no coherent mapping to the requested scene. The result is a near complete failure to translate the textual description into a recognizable visual narrative.\n\nPhysical Consistency (Common-sense):\nFrom a basic physical standpoint, the visible cues that survive suggest plausible motion and interactions at a very coarse level. However, due to the extreme degradation, many expected physical relationships cannot be reliably inferred, and some apparent inconsistencies may arise from the artifacts themselves. Overall, physical consistency is limited but not entirely absent.\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2"
+        ]
+    },
+    {
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A high-angle shot with smooth lateral tracking\n- A sleek all-wheel-drive 4x4 with a low-slung, gunmetal gray body\n- The 4x4 powerfully outmaneuvers a conventional bicycle on rain-slicked asphalt\n- Wide, treded tires plow through a large puddle, creating crystalline water spray\n- Last rays of dramatic late afternoon sun flicker off damp metal frame\n- Anamorphic lens flare streaking horizontally across the frame\n- A slower bike (classic steel-framed, muted red) being steered by a lone rider\n- Rider wearing a simple, dark raincoat\n- Mirror-like puddle reflecting the dramatic sky (deep violet, fiery orange, soft pink)\n- Poignant beauty and fleeting movement contrast with natural beauty\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extreme degradation that makes the intended visuals effectively inaccessible. The resolution is very low, with pervasive pixelation and heavy compression artifacts. Color bleeding and banding are common, and there is noticeable noise and grain throughout. The imagery is dominated by horizontal line patterns and digital artifacts, resulting in a severely distorted presentation where fine details are unrecoverable. Overall, the visual quality is at the lowest end of the scale.\n\nText-to-Video Alignment Analysis:\nGiven the severe degradation, the video fails to realize the majority of the requested elements. The core components described in the prompt—high-angle tracking, a sleek 4x4, a conventional bicycle, a wet asphalt setting, and the specific lighting and reflective effects—are not discernible. The result is a near-complete misalignment between the prompt and the actual video content; only a vague, abstract color palette remains, which does not substantively reflect the detailed scene described.\n\nPhysical/Common-sense Consistency:\nThe extreme distortion prevents any meaningful assessment of physical realism or common-sense coherence. There is no reliable evidence of plausible interactions, motion, or environmental relationships, so the video cannot be judged for physical consistency.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.234375,
+                    "TA": 1.0078125,
+                    "MQ": 1.0390625,
+                    "Overall": 3.28125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A high-angle shot with smooth lateral tracking\n- A sleek all-wheel-drive 4x4 with a low-slung, gunmetal gray body\n- The 4x4 powerfully outmaneuvers a conventional bicycle on rain-slicked asphalt\n- Wide, treded tires plow through a large puddle, creating crystalline water spray\n- Last rays of dramatic late afternoon sun flicker off damp metal frame\n- Anamorphic lens flare streaking horizontally across the frame\n- A slower bike (classic steel-framed, muted red) being steered by a lone rider\n- Rider wearing a simple, dark raincoat\n- Mirror-like puddle reflecting the dramatic sky (deep violet, fiery orange, soft pink)\n- Poignant beauty and fleeting movement contrast with natural beauty\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extreme degradation that makes the intended visuals effectively inaccessible. The resolution is very low, with pervasive pixelation and heavy compression artifacts. Color bleeding and banding are common, and there is noticeable noise and grain throughout. The imagery is dominated by horizontal line patterns and digital artifacts, resulting in a severely distorted presentation where fine details are unrecoverable. Overall, the visual quality is at the lowest end of the scale.\n\nText-to-Video Alignment Analysis:\nGiven the severe degradation, the video fails to realize the majority of the requested elements. The core components described in the prompt—high-angle tracking, a sleek 4x4, a conventional bicycle, a wet asphalt setting, and the specific lighting and reflective effects—are not discernible. The result is a near-complete misalignment between the prompt and the actual video content; only a vague, abstract color palette remains, which does not substantively reflect the detailed scene described.\n\nPhysical/Common-sense Consistency:\nThe extreme distortion prevents any meaningful assessment of physical realism or common-sense coherence. There is no reliable evidence of plausible interactions, motion, or environmental relationships, so the video cannot be judged for physical consistency.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "From a high angle, the camera tracks smoothly sideways, capturing scenes immersed in Makoto Shinkai's surreal, emotive style. A sleek all-wheel-drive 4x4, its low-slung chassis painted a gleaming, damp gunmetal gray, powerfully outmaneuvers a conventional bicycle on the rain-slicked asphalt. The 4x4's wide, treaded tires decisively plow through a large, glistening puddle, sending crystalline sprays of water into the air. As it passes, the last rays of the dramatic late afternoon sun flicker off the damp metal frame, creating a signature anamorphic lens flare that streaks horizontally across the frame. The slower bike, a classic steel-framed model clad in a muted red, is steadily steered by a lone rider, their frame clad in a simple, dark raincoat. The entire world is reflected in the mirror-like puddle on the path, revealing a double image of the dramatic sky above—a breathtaking canvas of deep violet, fiery orange, and soft pink. The atmosphere is filled with poignant beauty and fleeting movement, contrasting the relaxed, futuristic power of the quad bikes with the quiet, human endurance of the cyclists, set against a backdrop of overwhelming natural beauty.",
+        "seed": 26923,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_1/index_9850_seed_26923_dp_3_rank_6_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.546875,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0625,
+        "video_score2_overall": 3.625,
+        "avg": 3.6171875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "From a high angle, the camera tracks smoothly sideways, capturing scenes immersed in Makoto Shinkai's surreal, emotive style. A sleek all-wheel-drive 4x4, its low-slung chassis painted a gleaming, damp gunmetal gray, powerfully outmaneuvers a conventional bicycle on the rain-slicked asphalt. The 4x4's wide, treaded tires decisively plow through a large, glistening puddle, sending crystalline sprays of water into the air. As it passes, the last rays of the dramatic late afternoon sun flicker off the damp metal frame, creating a signature anamorphic lens flare that streaks horizontally across the frame. The slower bike, a classic steel-framed model clad in a muted red, is steadily steered by a lone rider, their frame clad in a simple, dark raincoat. The entire world is reflected in the mirror-like puddle on the path, revealing a double image of the dramatic sky above—a breathtaking canvas of deep violet, fiery orange, and soft pink. The atmosphere is filled with poignant beauty and fleeting movement, contrasting the relaxed, futuristic power of the quad bikes with the quiet, human endurance of the cyclists, set against a backdrop of overwhelming natural beauty.",
+                "token_credit_reward": 3.625,
+                "selected_reward": 3.625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A high-angle shot from above\n- Camera tracking smoothly sideways\n- Scenes immersed in Makoto Shinkai's surreal, emotive style\n- A sleek all-wheel-drive 4x4 with low-slung chassis painted gleaming, damp gunmetal gray\n- The 4x4 powerfully outmaneuvers a conventional bicycle on rain-slicked asphalt\n- Wide, treaded tires plow through a large, glistening puddle\n- Crystalline sprays of water into the air\n- Last rays of dramatic late afternoon sun flicker off damp metal frame\n- Signature anamorphic lens flare that streaks horizontally across the frame\n- Slower bike (classic steel-framed model clad in muted red)\n- Lone rider with simple, dark raincoat\n- Mirror-like puddle reflecting dramatic sky with deep violet, fiery orange, and soft pink\n- Poignant beauty and fleeting movement\n- Contrast between relaxed, futuristic power of quad bikes and quiet, human endurance of cyclists\n- Set against overwhelming natural beauty\n\nNow let me examine the frames:\n\nLooking at the frames, I can see:\n- There appear to be horizontal lines or bands across the image\n- The colors seem to be predominantly blue, purple, and some warmer tones\n- There's a repetitive striped pattern that could be interpreted as horizontal blinds or lines\n- The overall image has a somewhat abstract, filtered appearance\n- There seems to be some kind of repeating pattern or distortion\n- The colors are vibrant but there's a lack of clear, defined objects\n\nVisual Quality Analysis:\nThe video exhibits severe degradation in visual quality. The frames show heavy compression artifacts, pronounced banding, and a pervasive striped distortion that obscures details. Color bleeding and color fringing are evident, and the overall image lacks clarity and sharpness. Transitions between frames feel unstable due to the distortions, resulting in a poor viewing experience. Overall, Visual Quality is rated 1/5.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested content. The frames do not depict the described scene of a 4x4, a bicycle, a rider, a puddle, or the specified atmospheric elements. Instead, the imagery is dominated by abstract color patterns and artifacts, with no recognizable objects or actions matching the prompt. This constitutes a complete mismatch, yielding a Text-to-Video Alignment score of 1/5.\n\nPhysical/Common-sense Consistency:\nThe visuals are so distorted that meaningful physical relationships cannot be assessed. There is no coherent depiction of motion, interactions, or plausible physics, making any evaluation of common-sense consistency impossible. The result reflects a fundamental breakdown in visual coherence, warranting a Physical Consistency score of 1/5.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.546875,
+                    "TA": 1.0078125,
+                    "MQ": 1.0625,
+                    "Overall": 3.625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A high-angle shot from above\n- Camera tracking smoothly sideways\n- Scenes immersed in Makoto Shinkai's surreal, emotive style\n- A sleek all-wheel-drive 4x4 with low-slung chassis painted gleaming, damp gunmetal gray\n- The 4x4 powerfully outmaneuvers a conventional bicycle on rain-slicked asphalt\n- Wide, treaded tires plow through a large, glistening puddle\n- Crystalline sprays of water into the air\n- Last rays of dramatic late afternoon sun flicker off damp metal frame\n- Signature anamorphic lens flare that streaks horizontally across the frame\n- Slower bike (classic steel-framed model clad in muted red)\n- Lone rider with simple, dark raincoat\n- Mirror-like puddle reflecting dramatic sky with deep violet, fiery orange, and soft pink\n- Poignant beauty and fleeting movement\n- Contrast between relaxed, futuristic power of quad bikes and quiet, human endurance of cyclists\n- Set against overwhelming natural beauty\n\nNow let me examine the frames:\n\nLooking at the frames, I can see:\n- There appear to be horizontal lines or bands across the image\n- The colors seem to be predominantly blue, purple, and some warmer tones\n- There's a repetitive striped pattern that could be interpreted as horizontal blinds or lines\n- The overall image has a somewhat abstract, filtered appearance\n- There seems to be some kind of repeating pattern or distortion\n- The colors are vibrant but there's a lack of clear, defined objects\n\nVisual Quality Analysis:\nThe video exhibits severe degradation in visual quality. The frames show heavy compression artifacts, pronounced banding, and a pervasive striped distortion that obscures details. Color bleeding and color fringing are evident, and the overall image lacks clarity and sharpness. Transitions between frames feel unstable due to the distortions, resulting in a poor viewing experience. Overall, Visual Quality is rated 1/5.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested content. The frames do not depict the described scene of a 4x4, a bicycle, a rider, a puddle, or the specified atmospheric elements. Instead, the imagery is dominated by abstract color patterns and artifacts, with no recognizable objects or actions matching the prompt. This constitutes a complete mismatch, yielding a Text-to-Video Alignment score of 1/5.\n\nPhysical/Common-sense Consistency:\nThe visuals are so distorted that meaningful physical relationships cannot be assessed. There is no coherent depiction of motion, interactions, or plausible physics, making any evaluation of common-sense consistency impossible. The result reflects a fundamental breakdown in visual coherence, warranting a Physical Consistency score of 1/5.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "From a high angle, the camera tracks smoothly sideways, capturing scenes immersed in Makoto Shinkai's surreal, emotive style. A sleek all-wheel-drive 4x4, its low-slung chassis painted a gleaming, damp gunmetal gray, powerfully outmaneuvers a conventional bicycle on the rain-slicked asphalt. The 4x4's wide, treaded tires decisively plow through a large, glistening puddle, sending crystalline sprays of water into the air. As it passes, the last rays of the dramatic late afternoon sun flicker off the damp metal frame, creating a signature anamorphic lens flare that streaks horizontally across the frame. The slower bike, a classic steel-framed model clad in a muted red, is steadily steered by a lone rider, their frame clad in a simple, dark raincoat. The entire world is reflected in the mirror-like puddle on the path, revealing a double image of the dramatic sky above—a breathtaking canvas of deep violet, fiery orange, and soft pink. The atmosphere is filled with poignant beauty and fleeting movement, contrasting the relaxed, futuristic power of the quad bikes with the quiet, human endurance of the cyclists, set against a backdrop of overwhelming natural beauty.",
+        "seed": 26924,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_1/index_9850_seed_26924_dp_3_rank_6_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 1,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.25,
+        "video_score2_ta": 1.0390625,
+        "video_score2_mq": 1.3828125,
+        "video_score2_overall": 3.65625,
+        "avg": 3.671875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "From a high angle, the camera tracks smoothly sideways, capturing scenes immersed in Makoto Shinkai's surreal, emotive style. A sleek all-wheel-drive 4x4, its low-slung chassis painted a gleaming, damp gunmetal gray, powerfully outmaneuvers a conventional bicycle on the rain-slicked asphalt. The 4x4's wide, treaded tires decisively plow through a large, glistening puddle, sending crystalline sprays of water into the air. As it passes, the last rays of the dramatic late afternoon sun flicker off the damp metal frame, creating a signature anamorphic lens flare that streaks horizontally across the frame. The slower bike, a classic steel-framed model clad in a muted red, is steadily steered by a lone rider, their frame clad in a simple, dark raincoat. The entire world is reflected in the mirror-like puddle on the path, revealing a double image of the dramatic sky above—a breathtaking canvas of deep violet, fiery orange, and soft pink. The atmosphere is filled with poignant beauty and fleeting movement, contrasting the relaxed, futuristic power of the quad bikes with the quiet, human endurance of the cyclists, set against a backdrop of overwhelming natural beauty.",
+                "token_credit_reward": 3.65625,
+                "selected_reward": 3.65625,
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+                "credit_map_shape": [
+                    3,
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+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a high-angle, smooth side tracking shot featuring a sleek 4x4 with a low-slung gunmetal gray body, powerfully outmaneuvering a conventional bicycle on rain slick asphalt, with the 4x4's wide treads plowing through a large puddle and creating dramatic water spray, while the sun casts a horizontal anamorphic lens flare and the scene includes a rider on a muted red bike wearing a dark raincoat, with a mirror-like puddle reflecting the sky. In the actual video, several elements align at a very basic level (a vehicle and a rider), but many key aspects are not realized or are misrepresented. Overall alignment to the prompt is limited.\n\nVisual Quality Analysis:\nAcross the sequence, the video exhibits severe degradation: heavy blur and compression artifacts, color banding, and inconsistent lighting. Details are largely indiscernible, and the overall image quality is poor. This supports a Visual Quality score of 1.\n\nText-to-Video Alignment Analysis:\nThe video only partially reflects the prompt. While some elements such as a vehicle and a rider are present, crucial components like the distinctive gunmetal gray finish, the precise interaction with rain slick asphalt, the dramatic water spray, the anamorphic lens flare, and the mirror-like puddle are missing or misrepresented. The result is a weak alignment corresponding to a Text-to-Video Alignment score of 2.\n\nPhysical Consistency / Common-sense:\nThere is a minimal, superficially plausible arrangement (vehicle and rider on a wet surface), but the lack of convincing motion cues, water dynamics, and lighting coherence undermines physical realism. Overall, common-sense consistency is limited, yielding a score of 2.\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 2; Physical Consistency = 2.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 2,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 1.25,
+                    "TA": 1.0390625,
+                    "MQ": 1.3828125,
+                    "Overall": 3.65625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a high-angle, smooth side tracking shot featuring a sleek 4x4 with a low-slung gunmetal gray body, powerfully outmaneuvering a conventional bicycle on rain slick asphalt, with the 4x4's wide treads plowing through a large puddle and creating dramatic water spray, while the sun casts a horizontal anamorphic lens flare and the scene includes a rider on a muted red bike wearing a dark raincoat, with a mirror-like puddle reflecting the sky. In the actual video, several elements align at a very basic level (a vehicle and a rider), but many key aspects are not realized or are misrepresented. Overall alignment to the prompt is limited.\n\nVisual Quality Analysis:\nAcross the sequence, the video exhibits severe degradation: heavy blur and compression artifacts, color banding, and inconsistent lighting. Details are largely indiscernible, and the overall image quality is poor. This supports a Visual Quality score of 1.\n\nText-to-Video Alignment Analysis:\nThe video only partially reflects the prompt. While some elements such as a vehicle and a rider are present, crucial components like the distinctive gunmetal gray finish, the precise interaction with rain slick asphalt, the dramatic water spray, the anamorphic lens flare, and the mirror-like puddle are missing or misrepresented. The result is a weak alignment corresponding to a Text-to-Video Alignment score of 2.\n\nPhysical Consistency / Common-sense:\nThere is a minimal, superficially plausible arrangement (vehicle and rider on a wet surface), but the lack of convincing motion cues, water dynamics, and lighting coherence undermines physical realism. Overall, common-sense consistency is limited, yielding a score of 2.\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 2; Physical Consistency = 2.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 2"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_10/index_tensor([8970, 8970])_group_10_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_10/index_tensor([8970, 8970])_group_10_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..14daee12f5efeeb3442b13b15e3971d4e325e4b0
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_10/index_tensor([8970, 8970])_group_10_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "close-up shot from directly above, the camera slowly and steadily pans from right to left, following the unwinding of a traditional Chinese ink landscape scroll across a dark, polished wooden table. The scroll is made of yellowish rice paper with a natural fiber texture, its edges framed with dark green silk. As the scroll unfolds, a vibrant landscape is revealed: distant mountains, rendered with light ink, have a hazy outline, fading into a shroud of misty clouds. Nearer, the mountains, with their rugged rock formations, are rendered with vigorous brushstrokes and rich, burnt ink, showcasing a rich tapestry of textured textures. At the center of the painting, a vast river meanders through the mountains, flowing through the entire scroll. Most strikingly, the river on the paper is not static. The fluid ink lines that create its ripples seem to come alive, flowing forward with a subtle and magical dynamic effect. Subtle ripples on the water's surface shimmer and shift, creating a sense of the river's unending, onward flow. The entire scene is illuminated by a soft side light, highlighting the texture of the rice paper and the rich layers of ink color, creating a tranquil, ancient and Zen-like poetic atmosphere.",
+        "seed": 871,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_10/index_8970_seed_871_dp_20_rank_40_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.3125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0390625,
+        "video_score2_overall": 3.34375,
+        "avg": 3.359375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "close-up shot from directly above, the camera slowly and steadily pans from right to left, following the unwinding of a traditional Chinese ink landscape scroll across a dark, polished wooden table. The scroll is made of yellowish rice paper with a natural fiber texture, its edges framed with dark green silk. As the scroll unfolds, a vibrant landscape is revealed: distant mountains, rendered with light ink, have a hazy outline, fading into a shroud of misty clouds. Nearer, the mountains, with their rugged rock formations, are rendered with vigorous brushstrokes and rich, burnt ink, showcasing a rich tapestry of textured textures. At the center of the painting, a vast river meanders through the mountains, flowing through the entire scroll. Most strikingly, the river on the paper is not static. The fluid ink lines that create its ripples seem to come alive, flowing forward with a subtle and magical dynamic effect. Subtle ripples on the water's surface shimmer and shift, creating a sense of the river's unending, onward flow. The entire scene is illuminated by a soft side light, highlighting the texture of the rice paper and the rich layers of ink color, creating a tranquil, ancient and Zen-like poetic atmosphere.",
+                "token_credit_reward": 3.34375,
+                "selected_reward": 3.34375,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - clarity, smoothness, artifacts\n2. Text-to-Video Alignment - fidelity to the prompt\n3. Physical/Common-sense Consistency - naturalness and physics plausibility\n\nText Prompt Analysis:\nThe prompt describes a close-up shot from directly above, with a camera panning from right to left across a traditional Chinese ink landscape scroll on a dark, polished wooden table. The scroll features yellowish rice paper with a natural fiber texture, dark green silk framing the edges, and a landscape with distant mountains, a winding river, and subtle water ripples under soft side lighting to evoke a tranquil, ancient atmosphere.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The imagery is extremely low in resolution with heavy pixelation and pervasive artifacts. There is pronounced motion blur and instability between frames, making it impossible to discern details or identify objects reliably. The overall presentation lacks clarity and coherence, resulting in a very poor viewing experience.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not clearly depict a traditional ink landscape scroll, a wooden table, or the described scene elements (mountains, river, water ripples). Instead, the content appears as abstract, distorted patterns with no recognizable connection to the requested imagery, indicating a complete mismatch with the prompt.\n\nPhysical/Common-sense Consistency:\nGiven the severe degradation, there is no basis to assess physical realism or common-sense plausibility. The frames do not present a coherent physical scene, and any implied dynamics cannot be evaluated meaningfully due to the lack of discernible content.\n\nOverall assessment:\nThe video exhibits critical failures across all three dimensions, with no meaningful correspondence to the intended prompt and no observable physical coherence.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.3125,
+                    "TA": 1.0078125,
+                    "MQ": 1.0390625,
+                    "Overall": 3.34375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions:\n\n1. Visual Quality - clarity, smoothness, artifacts\n2. Text-to-Video Alignment - fidelity to the prompt\n3. Physical/Common-sense Consistency - naturalness and physics plausibility\n\nText Prompt Analysis:\nThe prompt describes a close-up shot from directly above, with a camera panning from right to left across a traditional Chinese ink landscape scroll on a dark, polished wooden table. The scroll features yellowish rice paper with a natural fiber texture, dark green silk framing the edges, and a landscape with distant mountains, a winding river, and subtle water ripples under soft side lighting to evoke a tranquil, ancient atmosphere.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The imagery is extremely low in resolution with heavy pixelation and pervasive artifacts. There is pronounced motion blur and instability between frames, making it impossible to discern details or identify objects reliably. The overall presentation lacks clarity and coherence, resulting in a very poor viewing experience.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not clearly depict a traditional ink landscape scroll, a wooden table, or the described scene elements (mountains, river, water ripples). Instead, the content appears as abstract, distorted patterns with no recognizable connection to the requested imagery, indicating a complete mismatch with the prompt.\n\nPhysical/Common-sense Consistency:\nGiven the severe degradation, there is no basis to assess physical realism or common-sense plausibility. The frames do not present a coherent physical scene, and any implied dynamics cannot be evaluated meaningfully due to the lack of discernible content.\n\nOverall assessment:\nThe video exhibits critical failures across all three dimensions, with no meaningful correspondence to the intended prompt and no observable physical coherence.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "close-up shot from directly above, the camera slowly and steadily pans from right to left, following the unwinding of a traditional Chinese ink landscape scroll across a dark, polished wooden table. The scroll is made of yellowish rice paper with a natural fiber texture, its edges framed with dark green silk. As the scroll unfolds, a vibrant landscape is revealed: distant mountains, rendered with light ink, have a hazy outline, fading into a shroud of misty clouds. Nearer, the mountains, with their rugged rock formations, are rendered with vigorous brushstrokes and rich, burnt ink, showcasing a rich tapestry of textured textures. At the center of the painting, a vast river meanders through the mountains, flowing through the entire scroll. Most strikingly, the river on the paper is not static. The fluid ink lines that create its ripples seem to come alive, flowing forward with a subtle and magical dynamic effect. Subtle ripples on the water's surface shimmer and shift, creating a sense of the river's unending, onward flow. The entire scene is illuminated by a soft side light, highlighting the texture of the rice paper and the rich layers of ink color, creating a tranquil, ancient and Zen-like poetic atmosphere.",
+        "seed": 872,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_10/index_8970_seed_872_dp_20_rank_40_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.3359375,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0390625,
+        "video_score2_overall": 3.375,
+        "avg": 3.3828125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "close-up shot from directly above, the camera slowly and steadily pans from right to left, following the unwinding of a traditional Chinese ink landscape scroll across a dark, polished wooden table. The scroll is made of yellowish rice paper with a natural fiber texture, its edges framed with dark green silk. As the scroll unfolds, a vibrant landscape is revealed: distant mountains, rendered with light ink, have a hazy outline, fading into a shroud of misty clouds. Nearer, the mountains, with their rugged rock formations, are rendered with vigorous brushstrokes and rich, burnt ink, showcasing a rich tapestry of textured textures. At the center of the painting, a vast river meanders through the mountains, flowing through the entire scroll. Most strikingly, the river on the paper is not static. The fluid ink lines that create its ripples seem to come alive, flowing forward with a subtle and magical dynamic effect. Subtle ripples on the water's surface shimmer and shift, creating a sense of the river's unending, onward flow. The entire scene is illuminated by a soft side light, highlighting the texture of the rice paper and the rich layers of ink color, creating a tranquil, ancient and Zen-like poetic atmosphere.",
+                "token_credit_reward": 3.375,
+                "selected_reward": 3.375,
+                "frame_importance": [
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+                "credit_map_shape": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes:\n\n\"close-up shot from directly above, the camera slowly and steadily pans from right to left, following the unwinding of a traditional Chinese ink landscape scroll across a dark, polished wooden table. The scroll is made of yellowish rice paper with a natural fiber texture, its edges framed with dark green silk. As the scroll unfolds, a vibrant landscape is revealed: distant mountains, rendered with light ink, have a hazy outline, fading into a shroud of misty clouds. Nearer, the mountains, with their rugged rock formations, are rendered with vigorous brushstrokes and rich, burnt ink, showcasing a rich tapestry of textured textures. At the center of the painting, a vast river meanders through the mountains, flowing through the entire scroll. Most strikingly, the river on the paper is not static. The fluid ink lines that create its ripples seem to come alive, flowing forward with a subtle and magical dynamic effect. Subtle ripples on the water's surface shimmer and shift, creating a sense of the river's unending, onward flow. The entire scene is illuminated by a soft side light, highlighting the texture of the rice paper and the rich layers of ink color, creating a tranquil, ancient and Zen-like poetic atmosphere\"\n\nNow let me examine the frames:\n\nLooking at the frames, I can see what appears to be a very distorted, pixelated, and low-quality image that looks like it might be some kind of digital artifact or glitch. The image shows repetitive patterns that look like they could be keyboard keys or some kind of grid pattern with green and white/light colors. There's no clear indication of any of the elements described in the prompt - no ink landscape scroll, no wooden table, no mountains, no river, no soft side lighting, no atmospheric effects.\n\nLet me evaluate each dimension:\n\nVisual Quality:\nThe frames exhibit extremely poor visual quality. The resolution is effectively unusable, with heavy pixelation, pervasive artifacts, and severe distortion that renders the content unrecognizable. Transitions between frames are abrupt and unstable, contributing to a chaotic viewing experience. Overall, the video fails to convey any meaningful visual information.\n\nText-to-Video Alignment:\nThere is a complete mismatch with the prompt. The described elements (ink landscape scroll, wooden table, mountains, river, lighting, atmospheric effects) are absent; instead the frames show abstract digital noise with no coherent structure. This results in a total failure to align with the requested content.\n\nPhysical Consistency:\nGiven the absence of recognizable objects or scenes, there is no basis to assess physical realism or common-sense behavior. The content does not reflect the described scenario, and any evaluation of physical consistency is not feasible.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.3359375,
+                    "TA": 1.0078125,
+                    "MQ": 1.0390625,
+                    "Overall": 3.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes:\n\n\"close-up shot from directly above, the camera slowly and steadily pans from right to left, following the unwinding of a traditional Chinese ink landscape scroll across a dark, polished wooden table. The scroll is made of yellowish rice paper with a natural fiber texture, its edges framed with dark green silk. As the scroll unfolds, a vibrant landscape is revealed: distant mountains, rendered with light ink, have a hazy outline, fading into a shroud of misty clouds. Nearer, the mountains, with their rugged rock formations, are rendered with vigorous brushstrokes and rich, burnt ink, showcasing a rich tapestry of textured textures. At the center of the painting, a vast river meanders through the mountains, flowing through the entire scroll. Most strikingly, the river on the paper is not static. The fluid ink lines that create its ripples seem to come alive, flowing forward with a subtle and magical dynamic effect. Subtle ripples on the water's surface shimmer and shift, creating a sense of the river's unending, onward flow. The entire scene is illuminated by a soft side light, highlighting the texture of the rice paper and the rich layers of ink color, creating a tranquil, ancient and Zen-like poetic atmosphere\"\n\nNow let me examine the frames:\n\nLooking at the frames, I can see what appears to be a very distorted, pixelated, and low-quality image that looks like it might be some kind of digital artifact or glitch. The image shows repetitive patterns that look like they could be keyboard keys or some kind of grid pattern with green and white/light colors. There's no clear indication of any of the elements described in the prompt - no ink landscape scroll, no wooden table, no mountains, no river, no soft side lighting, no atmospheric effects.\n\nLet me evaluate each dimension:\n\nVisual Quality:\nThe frames exhibit extremely poor visual quality. The resolution is effectively unusable, with heavy pixelation, pervasive artifacts, and severe distortion that renders the content unrecognizable. Transitions between frames are abrupt and unstable, contributing to a chaotic viewing experience. Overall, the video fails to convey any meaningful visual information.\n\nText-to-Video Alignment:\nThere is a complete mismatch with the prompt. The described elements (ink landscape scroll, wooden table, mountains, river, lighting, atmospheric effects) are absent; instead the frames show abstract digital noise with no coherent structure. This results in a total failure to align with the requested content.\n\nPhysical Consistency:\nGiven the absence of recognizable objects or scenes, there is no basis to assess physical realism or common-sense behavior. The content does not reflect the described scenario, and any evaluation of physical consistency is not feasible.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nThe text prompt describes a close-up shot from directly above, with a camera panning from right to left to reveal a traditional Chinese ink landscape scroll on a dark, polished wooden table. The scroll features yellowish rice paper with a natural fiber texture, dark green silk framing the edges, and a landscape with distant mountains, a winding river, and subtle water ripples under soft side lighting to evoke a tranquil, ancient atmosphere.\n\nLooking at the frames provided:\n\nVisual Quality Analysis:\n- The frames show abstract light patterns with yellow/green tones and some grid-like structures.\n- There is noticeable motion blur and low apparent resolution, with grain/noise present.\n- The imagery is quite blurry and lacks sharp detail; overall clarity is poor.\n- Transitions between frames are abrupt rather than smooth, contributing to a disjointed viewing experience.\n\nText-to-Video Alignment Analysis:\n- The prompt requires a close-up from above with a right-to-left pan revealing a traditional ink landscape scroll on a dark wooden table.\n- The actual frames do not clearly depict a scroll or a wooden table; instead they present abstract light patterns with no recognizable scroll elements.\n- The content fails to align with the described scene, resulting in essentially no meaningful correspondence to the prompt.\n\nPhysical Consistency (Common-sense):\n- The abstract visuals do not correspond to any plausible real-world object or scene described in the prompt.\n- There is no coherent physical interaction or narrative progression that would be expected from the described setup; the result reflects a complete mismatch with common-sense expectations.\n\nOverall assessment:\n- Visual quality is severely degraded with minimal alignment to the intended content and no coherent physical representation.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 2.09375,
+                    "TA": 1.0078125,
+                    "MQ": 1.1171875,
+                    "Overall": 4.21875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nThe text prompt describes a close-up shot from directly above, with a camera panning from right to left to reveal a traditional Chinese ink landscape scroll on a dark, polished wooden table. The scroll features yellowish rice paper with a natural fiber texture, dark green silk framing the edges, and a landscape with distant mountains, a winding river, and subtle water ripples under soft side lighting to evoke a tranquil, ancient atmosphere.\n\nLooking at the frames provided:\n\nVisual Quality Analysis:\n- The frames show abstract light patterns with yellow/green tones and some grid-like structures.\n- There is noticeable motion blur and low apparent resolution, with grain/noise present.\n- The imagery is quite blurry and lacks sharp detail; overall clarity is poor.\n- Transitions between frames are abrupt rather than smooth, contributing to a disjointed viewing experience.\n\nText-to-Video Alignment Analysis:\n- The prompt requires a close-up from above with a right-to-left pan revealing a traditional ink landscape scroll on a dark wooden table.\n- The actual frames do not clearly depict a scroll or a wooden table; instead they present abstract light patterns with no recognizable scroll elements.\n- The content fails to align with the described scene, resulting in essentially no meaningful correspondence to the prompt.\n\nPhysical Consistency (Common-sense):\n- The abstract visuals do not correspond to any plausible real-world object or scene described in the prompt.\n- There is no coherent physical interaction or narrative progression that would be expected from the described setup; the result reflects a complete mismatch with common-sense expectations.\n\nOverall assessment:\n- Visual quality is severely degraded with minimal alignment to the intended content and no coherent physical representation.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "close-up shot from directly above, the camera slowly and steadily pans from right to left, following the unwinding of a traditional Chinese ink landscape scroll across a dark, polished wooden table. The scroll is made of yellowish rice paper with a natural fiber texture, its edges framed with dark green silk. As the scroll unfolds, a vibrant landscape is revealed: distant mountains, rendered with light ink, have a hazy outline, fading into a shroud of misty clouds. Nearer, the mountains, with their rugged rock formations, are rendered with vigorous brushstrokes and rich, burnt ink, showcasing a rich tapestry of textured textures. At the center of the painting, a vast river meanders through the mountains, flowing through the entire scroll. Most strikingly, the river on the paper is not static. The fluid ink lines that create its ripples seem to come alive, flowing forward with a subtle and magical dynamic effect. Subtle ripples on the water's surface shimmer and shift, creating a sense of the river's unending, onward flow. The entire scene is illuminated by a soft side light, highlighting the texture of the rice paper and the rich layers of ink color, creating a tranquil, ancient and Zen-like poetic atmosphere.",
+        "seed": 874,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_10/index_8970_seed_874_dp_21_rank_42_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 10,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.2578125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.03125,
+        "video_score2_overall": 3.296875,
+        "avg": 3.296875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "close-up shot from directly above, the camera slowly and steadily pans from right to left, following the unwinding of a traditional Chinese ink landscape scroll across a dark, polished wooden table. The scroll is made of yellowish rice paper with a natural fiber texture, its edges framed with dark green silk. As the scroll unfolds, a vibrant landscape is revealed: distant mountains, rendered with light ink, have a hazy outline, fading into a shroud of misty clouds. Nearer, the mountains, with their rugged rock formations, are rendered with vigorous brushstrokes and rich, burnt ink, showcasing a rich tapestry of textured textures. At the center of the painting, a vast river meanders through the mountains, flowing through the entire scroll. Most strikingly, the river on the paper is not static. The fluid ink lines that create its ripples seem to come alive, flowing forward with a subtle and magical dynamic effect. Subtle ripples on the water's surface shimmer and shift, creating a sense of the river's unending, onward flow. The entire scene is illuminated by a soft side light, highlighting the texture of the rice paper and the rich layers of ink color, creating a tranquil, ancient and Zen-like poetic atmosphere.",
+                "token_credit_reward": 3.296875,
+                "selected_reward": 3.296875,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes:\n\n\"close-up shot from directly above, the camera slowly and steadily pans from right to left, following the unwinding of a traditional Chinese ink landscape scroll across a dark, polished wooden table. The scroll is made of yellowish rice paper with a natural fiber texture, its edges framed with dark green silk. As the scroll unfolds, a vibrant landscape is revealed: distant mountains, rendered with light ink, have a hazy outline, fading into a shroud of misty clouds. Nearer, the mountains, with their rugged rock formations, are rendered with vigorous brushstrokes and rich, burnt ink, showcasing a rich tapestry of textured textures. At the center of the painting, a vast river meanders through the mountains, flowing through the entire scroll. Most strikingly, the river on the paper is not static. The fluid ink lines that create its ripples seem to come alive, flowing forward with a subtle and magical dynamic effect. Subtle ripples on the water's surface shimmer and shift, creating a sense of the river's unending, onward flow. The entire scene is illuminated by a soft side light, highlighting the texture of the rice paper and the rich layers of ink color, creating a tranquil, ancient and Zen-like poetic atmosphere\"\n\nNow let me examine the frames:\n\nFrame 1: Shows what appears to be a very blurry, low-quality image with some yellow/golden horizontal lines and what looks like some kind of pattern or texture. There's significant motion blur or distortion visible.\n\nFrame 2: This frame shows what appears to be a clearer view with horizontal lines that look like they could be representing some kind of landscape or pattern. There are some yellow/golden tones and what might be interpreted as a grid-like structure. The image quality seems somewhat better than frame 1 but still quite poor.\n\nFrame 3: Similar to frame 2, showing horizontal patterns with yellow/golden tones and some darker areas. The image appears to show some kind of repetitive pattern or texture.\n\nFrame 4: Continues the same pattern with horizontal lines and similar color tones. The image quality remains poor but not completely illegible.\n\nFrame 5: Shows more of the same pattern with horizontal elements, though there appear to be some vertical elements mixed in. The overall quality is still quite poor.\n\nNow let me evaluate each dimension:\n\nVisual Quality Analysis:\nThe video exhibits extremely poor visual quality. Frames are severely blurred, with heavy motion blur and artifacts dominating the sequence. The resolution is effectively unusable, and the content is largely indistinguishable. Transitions between frames are abrupt and unstable, contributing to a chaotic viewing experience. Overall, the video fails to convey any meaningful visual information.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the described prompt. The frames do not depict a traditional ink landscape scroll, a wooden table, or the specific artistic elements (mountains, river, misty atmosphere). Instead, the visuals resemble abstract color patterns with horizontal bands, lacking the narrative coherence and artistic intent of the prompt.\n\nPhysical Consistency (Common-sense):\nGiven the severe degradation, assessing physical realism is not feasible. The content does not present recognizable objects or scenes, so any evaluation of physical plausibility or common-sense behavior cannot be meaningfully conducted.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.2578125,
+                    "TA": 1.0078125,
+                    "MQ": 1.03125,
+                    "Overall": 3.296875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes:\n\n\"close-up shot from directly above, the camera slowly and steadily pans from right to left, following the unwinding of a traditional Chinese ink landscape scroll across a dark, polished wooden table. The scroll is made of yellowish rice paper with a natural fiber texture, its edges framed with dark green silk. As the scroll unfolds, a vibrant landscape is revealed: distant mountains, rendered with light ink, have a hazy outline, fading into a shroud of misty clouds. Nearer, the mountains, with their rugged rock formations, are rendered with vigorous brushstrokes and rich, burnt ink, showcasing a rich tapestry of textured textures. At the center of the painting, a vast river meanders through the mountains, flowing through the entire scroll. Most strikingly, the river on the paper is not static. The fluid ink lines that create its ripples seem to come alive, flowing forward with a subtle and magical dynamic effect. Subtle ripples on the water's surface shimmer and shift, creating a sense of the river's unending, onward flow. The entire scene is illuminated by a soft side light, highlighting the texture of the rice paper and the rich layers of ink color, creating a tranquil, ancient and Zen-like poetic atmosphere\"\n\nNow let me examine the frames:\n\nFrame 1: Shows what appears to be a very blurry, low-quality image with some yellow/golden horizontal lines and what looks like some kind of pattern or texture. There's significant motion blur or distortion visible.\n\nFrame 2: This frame shows what appears to be a clearer view with horizontal lines that look like they could be representing some kind of landscape or pattern. There are some yellow/golden tones and what might be interpreted as a grid-like structure. The image quality seems somewhat better than frame 1 but still quite poor.\n\nFrame 3: Similar to frame 2, showing horizontal patterns with yellow/golden tones and some darker areas. The image appears to show some kind of repetitive pattern or texture.\n\nFrame 4: Continues the same pattern with horizontal lines and similar color tones. The image quality remains poor but not completely illegible.\n\nFrame 5: Shows more of the same pattern with horizontal elements, though there appear to be some vertical elements mixed in. The overall quality is still quite poor.\n\nNow let me evaluate each dimension:\n\nVisual Quality Analysis:\nThe video exhibits extremely poor visual quality. Frames are severely blurred, with heavy motion blur and artifacts dominating the sequence. The resolution is effectively unusable, and the content is largely indistinguishable. Transitions between frames are abrupt and unstable, contributing to a chaotic viewing experience. Overall, the video fails to convey any meaningful visual information.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the described prompt. The frames do not depict a traditional ink landscape scroll, a wooden table, or the specific artistic elements (mountains, river, misty atmosphere). Instead, the visuals resemble abstract color patterns with horizontal bands, lacking the narrative coherence and artistic intent of the prompt.\n\nPhysical Consistency (Common-sense):\nGiven the severe degradation, assessing physical realism is not feasible. The content does not present recognizable objects or scenes, so any evaluation of physical plausibility or common-sense behavior cannot be meaningfully conducted.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_11/index_tensor([6778, 6778])_group_11_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_11/index_tensor([6778, 6778])_group_11_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..712fbd03338e5d7123b3e71bb8572ebe24168401
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_11/index_tensor([6778, 6778])_group_11_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "dynamic, sideways, low-angle, medium shot closely follows a young man, perhaps sixteen or seventeen, as he vigorously pedals a slightly rusty, dark green, vintage geared bicycle. He leans forward, practically standing on the pedals. Beads of sweat drip from his windswept, short black hair, his forehead smeared with sweat. He grits his teeth, his eyes fixed intently on the road ahead. He wears a slightly oversized gray hooded sweatshirt, sleeves rolled up to his elbows, revealing his forearms taut with effort. Each pedal stroke unleashes a powerful, rhythmic force, causing the bicycle to sway slightly at high speed. He zips along a narrow asphalt street lined with tightly packed, five- or six-story, old-fashioned residential buildings with slightly creaking walls. Colorful laundry hangs on the balconies, and old-fashioned air conditioner units hang from the windows. Golden evening sunlight slants through the gaps between buildings, casting long, rapidly moving shadows on the ground. The rapid camera movement transforms the residential buildings and stationary objects in the background into blurred lines sweeping backward. The dominant tones of the entire image are warm and nostalgic, and the light outlines the young man's powerful silhouette, creating a dynamic atmosphere full of youthful energy, endless struggle, and a touch of nostalgia.",
+        "seed": 18766,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_11/index_6778_seed_18766_dp_22_rank_44_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.2890625,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.3359375,
+        "video_score2_overall": 3.65625,
+        "avg": 3.640625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dynamic, sideways, low-angle, medium shot closely follows a young man, perhaps sixteen or seventeen, as he vigorously pedals a slightly rusty, dark green, vintage geared bicycle. He leans forward, practically standing on the pedals. Beads of sweat drip from his windswept, short black hair, his forehead smeared with sweat. He grits his teeth, his eyes fixed intently on the road ahead. He wears a slightly oversized gray hooded sweatshirt, sleeves rolled up to his elbows, revealing his forearms taut with effort. Each pedal stroke unleashes a powerful, rhythmic force, causing the bicycle to sway slightly at high speed. He zips along a narrow asphalt street lined with tightly packed, five- or six-story, old-fashioned residential buildings with slightly creaking walls. Colorful laundry hangs on the balconies, and old-fashioned air conditioner units hang from the windows. Golden evening sunlight slants through the gaps between buildings, casting long, rapidly moving shadows on the ground. The rapid camera movement transforms the residential buildings and stationary objects in the background into blurred lines sweeping backward. The dominant tones of the entire image are warm and nostalgic, and the light outlines the young man's powerful silhouette, creating a dynamic atmosphere full of youthful energy, endless struggle, and a touch of nostalgia.",
+                "token_credit_reward": 3.65625,
+                "selected_reward": 3.65625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a dynamic scene featuring a young man on a vintage bicycle, pedaling with intensity, leaning forward, with sweat, a gritty expression, and a forward gaze. The setting is a narrow street with tall, old-fashioned buildings, warm golden lighting, and a sense of rapid motion. The description emphasizes a strong, energetic moment with clear visual cues.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is severely degraded. The footage is extremely blurry and out of focus, with pervasive blur that obscures details. There are occasional color artifacts and inconsistent lighting, but these do not compensate for the lack of clarity. The result is a consistently poor viewing experience where essential elements cannot be discerned. This aligns with a very low Visual Quality score.\n\nText-to-Video Alignment Analysis:\nBecause the video is so blurred, many specific prompt elements cannot be verified. While some general aspects (a person on a bicycle, outdoor setting, warm lighting) may be present, critical details such as the exact age, the precise bicycle characteristics, the lean angle, the sweat, facial expression, and the detailed urban environment are not reliably observable. Overall, the alignment to the prompt is limited, corresponding to a low-but-not-zero score.\n\nPhysical Consistency (Common-sense):\nDespite the degraded visuals, the scene maintains basic physical coherence: a cyclist on a street with plausible lighting and perspective, and no obvious physical contradictions. The severe blur prevents thorough verification of fine-grained dynamics, but there are no evident common-sense violations. This yields a moderate level of physical consistency.\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 2,
+                    "MQ": 3
+                },
+                "soft_scores": {
+                    "VQ": 1.2890625,
+                    "TA": 1.015625,
+                    "MQ": 1.3359375,
+                    "Overall": 3.65625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a dynamic scene featuring a young man on a vintage bicycle, pedaling with intensity, leaning forward, with sweat, a gritty expression, and a forward gaze. The setting is a narrow street with tall, old-fashioned buildings, warm golden lighting, and a sense of rapid motion. The description emphasizes a strong, energetic moment with clear visual cues.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is severely degraded. The footage is extremely blurry and out of focus, with pervasive blur that obscures details. There are occasional color artifacts and inconsistent lighting, but these do not compensate for the lack of clarity. The result is a consistently poor viewing experience where essential elements cannot be discerned. This aligns with a very low Visual Quality score.\n\nText-to-Video Alignment Analysis:\nBecause the video is so blurred, many specific prompt elements cannot be verified. While some general aspects (a person on a bicycle, outdoor setting, warm lighting) may be present, critical details such as the exact age, the precise bicycle characteristics, the lean angle, the sweat, facial expression, and the detailed urban environment are not reliably observable. Overall, the alignment to the prompt is limited, corresponding to a low-but-not-zero score.\n\nPhysical Consistency (Common-sense):\nDespite the degraded visuals, the scene maintains basic physical coherence: a cyclist on a street with plausible lighting and perspective, and no obvious physical contradictions. The severe blur prevents thorough verification of fine-grained dynamics, but there are no evident common-sense violations. This yields a moderate level of physical consistency.\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 3"
+        ]
+    },
+    {
+        "prompt": "dynamic, sideways, low-angle, medium shot closely follows a young man, perhaps sixteen or seventeen, as he vigorously pedals a slightly rusty, dark green, vintage geared bicycle. He leans forward, practically standing on the pedals. Beads of sweat drip from his windswept, short black hair, his forehead smeared with sweat. He grits his teeth, his eyes fixed intently on the road ahead. He wears a slightly oversized gray hooded sweatshirt, sleeves rolled up to his elbows, revealing his forearms taut with effort. Each pedal stroke unleashes a powerful, rhythmic force, causing the bicycle to sway slightly at high speed. He zips along a narrow asphalt street lined with tightly packed, five- or six-story, old-fashioned residential buildings with slightly creaking walls. Colorful laundry hangs on the balconies, and old-fashioned air conditioner units hang from the windows. Golden evening sunlight slants through the gaps between buildings, casting long, rapidly moving shadows on the ground. The rapid camera movement transforms the residential buildings and stationary objects in the background into blurred lines sweeping backward. The dominant tones of the entire image are warm and nostalgic, and the light outlines the young man's powerful silhouette, creating a dynamic atmosphere full of youthful energy, endless struggle, and a touch of nostalgia.",
+        "seed": 18767,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_11/index_6778_seed_18767_dp_22_rank_44_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.171875,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.046875,
+        "video_score2_overall": 3.234375,
+        "avg": 3.234375,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "dynamic, sideways, low-angle, medium shot closely follows a young man, perhaps sixteen or seventeen, as he vigorously pedals a slightly rusty, dark green, vintage geared bicycle. He leans forward, practically standing on the pedals. Beads of sweat drip from his windswept, short black hair, his forehead smeared with sweat. He grits his teeth, his eyes fixed intently on the road ahead. He wears a slightly oversized gray hooded sweatshirt, sleeves rolled up to his elbows, revealing his forearms taut with effort. Each pedal stroke unleashes a powerful, rhythmic force, causing the bicycle to sway slightly at high speed. He zips along a narrow asphalt street lined with tightly packed, five- or six-story, old-fashioned residential buildings with slightly creaking walls. Colorful laundry hangs on the balconies, and old-fashioned air conditioner units hang from the windows. Golden evening sunlight slants through the gaps between buildings, casting long, rapidly moving shadows on the ground. The rapid camera movement transforms the residential buildings and stationary objects in the background into blurred lines sweeping backward. The dominant tones of the entire image are warm and nostalgic, and the light outlines the young man's powerful silhouette, creating a dynamic atmosphere full of youthful energy, endless struggle, and a touch of nostalgia.",
+                "token_credit_reward": 3.234375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A young man (16-17 years old)\n- Pedaling a slightly rusty, dark green, vintage geared bicycle\n- Leaning forward, practically standing on pedals\n- Beads of sweat dripping from windswept short black hair\n- Forehead smeared with sweat\n- Gritting teeth, eyes fixed on road ahead\n- Wearing slightly oversized gray hooded sweatshirt\n- Sleeves rolled up to elbows\n- Forearms taut with effort\n- Pedal strokes unleashing powerful, rhythmic force\n- Bicycle swaying slightly at high speed\n- Zipping along narrow asphalt street\n- Buildings: tightly packed, 5-6 story old-fashioned residential buildings\n- Colorful laundry hanging on balconies\n- Old-fashioned air conditioner units hanging from windows\n- Golden evening sunlight slanting through gaps between buildings\n- Long, rapidly moving shadows on ground\n- Rapid camera movement transforming buildings into blurred lines\n- Dynamic atmosphere with youthful energy, endless struggle, and nostalgia\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded across the sequence. The frames exhibit extreme blur, heavy compression artifacts, and pronounced color distortions that render most details indistinguishable. The resolution is insufficient to convey fine features, and motion blur dominates the sequence, making it impossible to discern the intended subject or actions. Lighting and color balance vary erratically between frames, contributing to an unstable and unreliable viewing experience. In short, the video fails to deliver usable visual information and would be rated at the lowest end of the scale.\n\nText-to-Video Alignment Analysis:\nGiven the severe degradation, there is no reliable evidence of alignment with the prompt. The frames do not clearly depict the described scene—no identifiable young man, no bicycle, no urban street, and no architectural elements are discernible. The content cannot be meaningfully compared to the detailed prompt, resulting in essentially no alignment assessment possible.\n\nPhysical/Common-sense Consistency:\nWith the lack of discernible content, there is no basis to assess physical realism or common-sense coherence. No plausible physical interactions or scene dynamics can be inferred from the frames, so the dimension remains unassessable at the lowest level.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.171875,
+                    "TA": 1.015625,
+                    "MQ": 1.046875,
+                    "Overall": 3.234375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A young man (16-17 years old)\n- Pedaling a slightly rusty, dark green, vintage geared bicycle\n- Leaning forward, practically standing on pedals\n- Beads of sweat dripping from windswept short black hair\n- Forehead smeared with sweat\n- Gritting teeth, eyes fixed on road ahead\n- Wearing slightly oversized gray hooded sweatshirt\n- Sleeves rolled up to elbows\n- Forearms taut with effort\n- Pedal strokes unleashing powerful, rhythmic force\n- Bicycle swaying slightly at high speed\n- Zipping along narrow asphalt street\n- Buildings: tightly packed, 5-6 story old-fashioned residential buildings\n- Colorful laundry hanging on balconies\n- Old-fashioned air conditioner units hanging from windows\n- Golden evening sunlight slanting through gaps between buildings\n- Long, rapidly moving shadows on ground\n- Rapid camera movement transforming buildings into blurred lines\n- Dynamic atmosphere with youthful energy, endless struggle, and nostalgia\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded across the sequence. The frames exhibit extreme blur, heavy compression artifacts, and pronounced color distortions that render most details indistinguishable. The resolution is insufficient to convey fine features, and motion blur dominates the sequence, making it impossible to discern the intended subject or actions. Lighting and color balance vary erratically between frames, contributing to an unstable and unreliable viewing experience. In short, the video fails to deliver usable visual information and would be rated at the lowest end of the scale.\n\nText-to-Video Alignment Analysis:\nGiven the severe degradation, there is no reliable evidence of alignment with the prompt. The frames do not clearly depict the described scene—no identifiable young man, no bicycle, no urban street, and no architectural elements are discernible. The content cannot be meaningfully compared to the detailed prompt, resulting in essentially no alignment assessment possible.\n\nPhysical/Common-sense Consistency:\nWith the lack of discernible content, there is no basis to assess physical realism or common-sense coherence. No plausible physical interactions or scene dynamics can be inferred from the frames, so the dimension remains unassessable at the lowest level.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "dynamic, sideways, low-angle, medium shot closely follows a young man, perhaps sixteen or seventeen, as he vigorously pedals a slightly rusty, dark green, vintage geared bicycle. He leans forward, practically standing on the pedals. Beads of sweat drip from his windswept, short black hair, his forehead smeared with sweat. He grits his teeth, his eyes fixed intently on the road ahead. He wears a slightly oversized gray hooded sweatshirt, sleeves rolled up to his elbows, revealing his forearms taut with effort. Each pedal stroke unleashes a powerful, rhythmic force, causing the bicycle to sway slightly at high speed. He zips along a narrow asphalt street lined with tightly packed, five- or six-story, old-fashioned residential buildings with slightly creaking walls. Colorful laundry hangs on the balconies, and old-fashioned air conditioner units hang from the windows. Golden evening sunlight slants through the gaps between buildings, casting long, rapidly moving shadows on the ground. The rapid camera movement transforms the residential buildings and stationary objects in the background into blurred lines sweeping backward. The dominant tones of the entire image are warm and nostalgic, and the light outlines the young man's powerful silhouette, creating a dynamic atmosphere full of youthful energy, endless struggle, and a touch of nostalgia.",
+        "seed": 18768,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_11/index_6778_seed_18768_dp_23_rank_46_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.3828125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0625,
+        "video_score2_overall": 3.453125,
+        "avg": 3.453125,
+        "reward_records": [
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+                "question": "dynamic, sideways, low-angle, medium shot closely follows a young man, perhaps sixteen or seventeen, as he vigorously pedals a slightly rusty, dark green, vintage geared bicycle. He leans forward, practically standing on the pedals. Beads of sweat drip from his windswept, short black hair, his forehead smeared with sweat. He grits his teeth, his eyes fixed intently on the road ahead. He wears a slightly oversized gray hooded sweatshirt, sleeves rolled up to his elbows, revealing his forearms taut with effort. Each pedal stroke unleashes a powerful, rhythmic force, causing the bicycle to sway slightly at high speed. He zips along a narrow asphalt street lined with tightly packed, five- or six-story, old-fashioned residential buildings with slightly creaking walls. Colorful laundry hangs on the balconies, and old-fashioned air conditioner units hang from the windows. Golden evening sunlight slants through the gaps between buildings, casting long, rapidly moving shadows on the ground. The rapid camera movement transforms the residential buildings and stationary objects in the background into blurred lines sweeping backward. The dominant tones of the entire image are warm and nostalgic, and the light outlines the young man's powerful silhouette, creating a dynamic atmosphere full of youthful energy, endless struggle, and a touch of nostalgia.",
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A young man (16-17 years old)\n- Pedaling a slightly rusty, dark green, vintage geared bicycle\n- Leaning forward, practically standing on pedals\n- Beads of sweat dripping from windswept short black hair\n- Forehead smeared with sweat\n- Gritting teeth, eyes fixed on road ahead\n- Wearing slightly oversized gray hooded sweatshirt\n- Sleeves rolled up to elbows\n- Forearms taut with effort\n- Pedal strokes unleashing powerful, rhythmic force\n- Bicycle swaying slightly at high speed\n- Zipping along narrow asphalt street\n- Buildings: tightly packed, 5-6 story old-fashioned residential buildings\n- Colorful laundry hanging on balconies\n- Old-fashioned air conditioner units hanging from windows\n- Golden evening sunlight slanting through gaps between buildings\n- Long, rapidly moving shadows on ground\n- Rapid camera movement transforming buildings into blurred lines\n- Dynamic atmosphere with youthful energy, endless struggle, and nostalgia\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames show severe degradation that makes the content largely unreadable. The resolution is extremely low, with heavy pixelation and pervasive compression artifacts. Colors appear washed out and inconsistent, and there is noticeable noise and grain across the frame. Fine details are indistinct, and overall clarity is poor. The sequence appears largely static rather than fluid, with minimal motion cues and no convincing depth or perspective. Overall, the visual quality is severely compromised.\n\nText-to-Video Alignment Analysis:\nThere is a pronounced mismatch between the prompt and the actual video content. The prompt describes a dynamic cycling scene with a young man, sweat, urban architecture, and cinematic lighting, but the frames do not depict any of these elements. Instead, the frames present a distorted, abstract figure that does not resemble a person or a bicycle, and the setting is not recognizable as the described environment. The alignment to the requested scene is effectively non-existent.\n\nPhysical/Common-sense Consistency:\nThe depicted content lacks coherent physical realism. The figure’s proportions and anatomy are distorted beyond recognition, and there is no plausible interaction with a bicycle or a real-world scene. Lighting, shadows, and spatial relationships do not follow real-world physics, resulting in a scene that defies basic common-sense expectations.\n\nGround-truth scores indicate Visual Quality = 1, Text-to-Video Alignment = 1, and Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.3828125,
+                    "TA": 1.0078125,
+                    "MQ": 1.0625,
+                    "Overall": 3.453125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A young man (16-17 years old)\n- Pedaling a slightly rusty, dark green, vintage geared bicycle\n- Leaning forward, practically standing on pedals\n- Beads of sweat dripping from windswept short black hair\n- Forehead smeared with sweat\n- Gritting teeth, eyes fixed on road ahead\n- Wearing slightly oversized gray hooded sweatshirt\n- Sleeves rolled up to elbows\n- Forearms taut with effort\n- Pedal strokes unleashing powerful, rhythmic force\n- Bicycle swaying slightly at high speed\n- Zipping along narrow asphalt street\n- Buildings: tightly packed, 5-6 story old-fashioned residential buildings\n- Colorful laundry hanging on balconies\n- Old-fashioned air conditioner units hanging from windows\n- Golden evening sunlight slanting through gaps between buildings\n- Long, rapidly moving shadows on ground\n- Rapid camera movement transforming buildings into blurred lines\n- Dynamic atmosphere with youthful energy, endless struggle, and nostalgia\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames show severe degradation that makes the content largely unreadable. The resolution is extremely low, with heavy pixelation and pervasive compression artifacts. Colors appear washed out and inconsistent, and there is noticeable noise and grain across the frame. Fine details are indistinct, and overall clarity is poor. The sequence appears largely static rather than fluid, with minimal motion cues and no convincing depth or perspective. Overall, the visual quality is severely compromised.\n\nText-to-Video Alignment Analysis:\nThere is a pronounced mismatch between the prompt and the actual video content. The prompt describes a dynamic cycling scene with a young man, sweat, urban architecture, and cinematic lighting, but the frames do not depict any of these elements. Instead, the frames present a distorted, abstract figure that does not resemble a person or a bicycle, and the setting is not recognizable as the described environment. The alignment to the requested scene is effectively non-existent.\n\nPhysical/Common-sense Consistency:\nThe depicted content lacks coherent physical realism. The figure’s proportions and anatomy are distorted beyond recognition, and there is no plausible interaction with a bicycle or a real-world scene. Lighting, shadows, and spatial relationships do not follow real-world physics, resulting in a scene that defies basic common-sense expectations.\n\nGround-truth scores indicate Visual Quality = 1, Text-to-Video Alignment = 1, and Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "dynamic, sideways, low-angle, medium shot closely follows a young man, perhaps sixteen or seventeen, as he vigorously pedals a slightly rusty, dark green, vintage geared bicycle. He leans forward, practically standing on the pedals. Beads of sweat drip from his windswept, short black hair, his forehead smeared with sweat. He grits his teeth, his eyes fixed intently on the road ahead. He wears a slightly oversized gray hooded sweatshirt, sleeves rolled up to his elbows, revealing his forearms taut with effort. Each pedal stroke unleashes a powerful, rhythmic force, causing the bicycle to sway slightly at high speed. He zips along a narrow asphalt street lined with tightly packed, five- or six-story, old-fashioned residential buildings with slightly creaking walls. Colorful laundry hangs on the balconies, and old-fashioned air conditioner units hang from the windows. Golden evening sunlight slants through the gaps between buildings, casting long, rapidly moving shadows on the ground. The rapid camera movement transforms the residential buildings and stationary objects in the background into blurred lines sweeping backward. The dominant tones of the entire image are warm and nostalgic, and the light outlines the young man's powerful silhouette, creating a dynamic atmosphere full of youthful energy, endless struggle, and a touch of nostalgia.",
+        "seed": 18769,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_11/index_6778_seed_18769_dp_23_rank_46_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 11,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.2578125,
+        "video_score2_ta": 1.03125,
+        "video_score2_mq": 1.09375,
+        "video_score2_overall": 3.375,
+        "avg": 3.3828125,
+        "reward_records": [
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+                "question_id": "videoscore2_overall",
+                "question": "dynamic, sideways, low-angle, medium shot closely follows a young man, perhaps sixteen or seventeen, as he vigorously pedals a slightly rusty, dark green, vintage geared bicycle. He leans forward, practically standing on the pedals. Beads of sweat drip from his windswept, short black hair, his forehead smeared with sweat. He grits his teeth, his eyes fixed intently on the road ahead. He wears a slightly oversized gray hooded sweatshirt, sleeves rolled up to his elbows, revealing his forearms taut with effort. Each pedal stroke unleashes a powerful, rhythmic force, causing the bicycle to sway slightly at high speed. He zips along a narrow asphalt street lined with tightly packed, five- or six-story, old-fashioned residential buildings with slightly creaking walls. Colorful laundry hangs on the balconies, and old-fashioned air conditioner units hang from the windows. Golden evening sunlight slants through the gaps between buildings, casting long, rapidly moving shadows on the ground. The rapid camera movement transforms the residential buildings and stationary objects in the background into blurred lines sweeping backward. The dominant tones of the entire image are warm and nostalgic, and the light outlines the young man's powerful silhouette, creating a dynamic atmosphere full of youthful energy, endless struggle, and a touch of nostalgia.",
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+                "credit_map_shape": [
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+                "top_frames": [
+                    1,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dynamic scene featuring a young man on a vintage bicycle, leaning forward while pedaling, with sweat, a gritty expression, and a sense of speed through an urban setting with warm lighting and nostalgic atmosphere. The actual video frames do not depict these elements; instead they show abstract color patterns and lack any identifiable subject or action. This represents a complete mismatch between the prompt and the generated content.\n\nVisual Quality Analysis:\nAcross the frames, there is pervasive blur, low resolution, and unstable color transitions that render the content largely unrecognizable. The sequence lacks coherent structure, with abrupt shifts in color and no discernible subject or scene details. Overall, the video exhibits extremely poor visual quality (score 1).\n\nText-to-Video Alignment Analysis:\nThere is a total failure to align with the prompt. No elements described in the text—no young man, no bicycle, no urban environment, no lighting or atmosphere—are present in the video. The content is entirely unrelated to the requested scenario, indicating a complete misalignment (score 1).\n\nPhysical/Common-sense Consistency:\nGiven the absence of recognizable objects or actions, there is no basis to assess physical realism or common-sense coherence. The video does not convey plausible physical behavior or interactions, resulting in a score of 1.\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.2578125,
+                    "TA": 1.03125,
+                    "MQ": 1.09375,
+                    "Overall": 3.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a dynamic scene featuring a young man on a vintage bicycle, leaning forward while pedaling, with sweat, a gritty expression, and a sense of speed through an urban setting with warm lighting and nostalgic atmosphere. The actual video frames do not depict these elements; instead they show abstract color patterns and lack any identifiable subject or action. This represents a complete mismatch between the prompt and the generated content.\n\nVisual Quality Analysis:\nAcross the frames, there is pervasive blur, low resolution, and unstable color transitions that render the content largely unrecognizable. The sequence lacks coherent structure, with abrupt shifts in color and no discernible subject or scene details. Overall, the video exhibits extremely poor visual quality (score 1).\n\nText-to-Video Alignment Analysis:\nThere is a total failure to align with the prompt. No elements described in the text—no young man, no bicycle, no urban environment, no lighting or atmosphere—are present in the video. The content is entirely unrelated to the requested scenario, indicating a complete misalignment (score 1).\n\nPhysical/Common-sense Consistency:\nGiven the absence of recognizable objects or actions, there is no basis to assess physical realism or common-sense coherence. The video does not convey plausible physical behavior or interactions, resulting in a score of 1.\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_12/index_tensor([7094, 7094])_group_12_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_12/index_tensor([7094, 7094])_group_12_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d7f4bbfd6906d67fbca9063bacb9fa0bdd03088
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_12/index_tensor([7094, 7094])_group_12_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "medium shot, the camera moving steadily to the right from a slightly low angle, follows a woman whose long, jet-black hair is meticulously tied into a towering, exquisite, classical bun. A white jade hairpin carved with auspicious clouds sits diagonally in her hair, framing her delicate, serene features. She wears an elegant Hanfu (Chinese traditional clothing): a moon-white silk cross-collared tunic, the cuffs and collar embroidered with orchid motifs in pale cyan silk thread. Beneath it is a wide, aquamarine waist-length skirt. She walks through an ancient courtyard, shrouded in dappled light and shadow. Under her feet are bluestone slabs, smooth and rounded by the erosion of time, with clumps of verdant moss dotting the crevices between the slabs. Her steps are light and deliberate, her posture erect, each almost silent. The wide hem of her skirt and sleeves ripples gently with her steps and the passing breeze, like water. The warm afternoon sun shines through the gnarled branches of the ancient trees in the courtyard, casting ever-changing, dappled shadows on the ground and her skirt. The vermilion wooden columns and carved window lattices are faintly visible in the background. Under the soft light, the whole scene presents a tranquil, distant, and aesthetic atmosphere full of classical poetry.",
+        "seed": 16974,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_12/index_7094_seed_16974_dp_24_rank_48_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.0703125,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.03125,
+        "video_score2_overall": 3.125,
+        "avg": 3.1171875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "medium shot, the camera moving steadily to the right from a slightly low angle, follows a woman whose long, jet-black hair is meticulously tied into a towering, exquisite, classical bun. A white jade hairpin carved with auspicious clouds sits diagonally in her hair, framing her delicate, serene features. She wears an elegant Hanfu (Chinese traditional clothing): a moon-white silk cross-collared tunic, the cuffs and collar embroidered with orchid motifs in pale cyan silk thread. Beneath it is a wide, aquamarine waist-length skirt. She walks through an ancient courtyard, shrouded in dappled light and shadow. Under her feet are bluestone slabs, smooth and rounded by the erosion of time, with clumps of verdant moss dotting the crevices between the slabs. Her steps are light and deliberate, her posture erect, each almost silent. The wide hem of her skirt and sleeves ripples gently with her steps and the passing breeze, like water. The warm afternoon sun shines through the gnarled branches of the ancient trees in the courtyard, casting ever-changing, dappled shadows on the ground and her skirt. The vermilion wooden columns and carved window lattices are faintly visible in the background. Under the soft light, the whole scene presents a tranquil, distant, and aesthetic atmosphere full of classical poetry.",
+                "token_credit_reward": 3.125,
+                "selected_reward": 3.125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Medium shot, camera moving steadily to the right from slightly low angle\n- Follows a woman with long, jet-black hair tied into a towering, exquisite, classical bun\n- White jade hairpin carved with auspicious clouds sitting diagonally in her hair\n- Delicate, serene features\n- Elegant Hanfu (Chinese traditional clothing): moon-white silk cross-collared tunic\n- Cuffs and collar embroidered with orchid motifs in pale cyan silk thread\n- Wide, aquamarine waist-length skirt\n- Walking through ancient courtyard\n- Dappled light and shadow\n- Bluestone slabs under her feet, smooth and rounded\n- Verdant moss dotting crevices between slabs\n- Light and deliberate steps, erect posture\n- Wide hem of skirt and sleeves rippling gently with steps and breeze\n- Water-like movement of fabric\n- Warm afternoon sun through gnarled branches\n- Ever-changing, dappled shadows on ground and skirt\n- Vermilion wooden columns and carved window lattices faintly visible\n- Tranquil, distant, aesthetic atmosphere\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded across the sequence. The frames exhibit extreme pixelation, heavy compression artifacts, and pervasive digital noise that obscure details. Color bleeding and banding are common, and there is noticeable frame-to-frame instability that disrupts continuity. Facial features and clothing details are largely indiscernible due to the degradation, making it impossible to reliably identify elements described in the prompt. The result is a consistently poor visual presentation that undermines the intended aesthetic and narrative cues.\n\nText-to-Video Alignment Analysis:\nGiven the extent of degradation, precise verification of alignment with the prompt is not feasible. While some broad cues (a figure, general color tones, and a courtyard ambiance) may be perceptible, many specific prompt elements (hairpin, embroidery, exact clothing layering, and architectural details) cannot be confirmed. Overall, the alignment to the detailed prompt is effectively minimal.\n\nPhysical/Common-sense Consistency:\nThe severe visual degradation prevents credible assessment of physical realism or common-sense coherence. There are no clear violations detectable at this level, but the lack of discernible detail means the scene cannot be confidently judged for plausible physics or consistent behavior.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.0703125,
+                    "TA": 1.015625,
+                    "MQ": 1.03125,
+                    "Overall": 3.125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Medium shot, camera moving steadily to the right from slightly low angle\n- Follows a woman with long, jet-black hair tied into a towering, exquisite, classical bun\n- White jade hairpin carved with auspicious clouds sitting diagonally in her hair\n- Delicate, serene features\n- Elegant Hanfu (Chinese traditional clothing): moon-white silk cross-collared tunic\n- Cuffs and collar embroidered with orchid motifs in pale cyan silk thread\n- Wide, aquamarine waist-length skirt\n- Walking through ancient courtyard\n- Dappled light and shadow\n- Bluestone slabs under her feet, smooth and rounded\n- Verdant moss dotting crevices between slabs\n- Light and deliberate steps, erect posture\n- Wide hem of skirt and sleeves rippling gently with steps and breeze\n- Water-like movement of fabric\n- Warm afternoon sun through gnarled branches\n- Ever-changing, dappled shadows on ground and skirt\n- Vermilion wooden columns and carved window lattices faintly visible\n- Tranquil, distant, aesthetic atmosphere\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded across the sequence. The frames exhibit extreme pixelation, heavy compression artifacts, and pervasive digital noise that obscure details. Color bleeding and banding are common, and there is noticeable frame-to-frame instability that disrupts continuity. Facial features and clothing details are largely indiscernible due to the degradation, making it impossible to reliably identify elements described in the prompt. The result is a consistently poor visual presentation that undermines the intended aesthetic and narrative cues.\n\nText-to-Video Alignment Analysis:\nGiven the extent of degradation, precise verification of alignment with the prompt is not feasible. While some broad cues (a figure, general color tones, and a courtyard ambiance) may be perceptible, many specific prompt elements (hairpin, embroidery, exact clothing layering, and architectural details) cannot be confirmed. Overall, the alignment to the detailed prompt is effectively minimal.\n\nPhysical/Common-sense Consistency:\nThe severe visual degradation prevents credible assessment of physical realism or common-sense coherence. There are no clear violations detectable at this level, but the lack of discernible detail means the scene cannot be confidently judged for plausible physics or consistent behavior.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "medium shot, the camera moving steadily to the right from a slightly low angle, follows a woman whose long, jet-black hair is meticulously tied into a towering, exquisite, classical bun. A white jade hairpin carved with auspicious clouds sits diagonally in her hair, framing her delicate, serene features. She wears an elegant Hanfu (Chinese traditional clothing): a moon-white silk cross-collared tunic, the cuffs and collar embroidered with orchid motifs in pale cyan silk thread. Beneath it is a wide, aquamarine waist-length skirt. She walks through an ancient courtyard, shrouded in dappled light and shadow. Under her feet are bluestone slabs, smooth and rounded by the erosion of time, with clumps of verdant moss dotting the crevices between the slabs. Her steps are light and deliberate, her posture erect, each almost silent. The wide hem of her skirt and sleeves ripples gently with her steps and the passing breeze, like water. The warm afternoon sun shines through the gnarled branches of the ancient trees in the courtyard, casting ever-changing, dappled shadows on the ground and her skirt. The vermilion wooden columns and carved window lattices are faintly visible in the background. Under the soft light, the whole scene presents a tranquil, distant, and aesthetic atmosphere full of classical poetry.",
+        "seed": 16975,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_12/index_7094_seed_16975_dp_24_rank_48_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.1484375,
+        "video_score2_ta": 1.0,
+        "video_score2_mq": 1.0234375,
+        "video_score2_overall": 3.1875,
+        "avg": 3.171875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "medium shot, the camera moving steadily to the right from a slightly low angle, follows a woman whose long, jet-black hair is meticulously tied into a towering, exquisite, classical bun. A white jade hairpin carved with auspicious clouds sits diagonally in her hair, framing her delicate, serene features. She wears an elegant Hanfu (Chinese traditional clothing): a moon-white silk cross-collared tunic, the cuffs and collar embroidered with orchid motifs in pale cyan silk thread. Beneath it is a wide, aquamarine waist-length skirt. She walks through an ancient courtyard, shrouded in dappled light and shadow. Under her feet are bluestone slabs, smooth and rounded by the erosion of time, with clumps of verdant moss dotting the crevices between the slabs. Her steps are light and deliberate, her posture erect, each almost silent. The wide hem of her skirt and sleeves ripples gently with her steps and the passing breeze, like water. The warm afternoon sun shines through the gnarled branches of the ancient trees in the courtyard, casting ever-changing, dappled shadows on the ground and her skirt. The vermilion wooden columns and carved window lattices are faintly visible in the background. Under the soft light, the whole scene presents a tranquil, distant, and aesthetic atmosphere full of classical poetry.",
+                "token_credit_reward": 3.1875,
+                "selected_reward": 3.1875,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Medium shot, camera moving steadily to the right from slightly low angle\n- Follows a woman with long, jet-black hair in a towering, exquisite, classical bun\n- White jade hairpin with clouds, delicate serene features\n- Elegant Hanfu (Chinese traditional clothing): moon-white silk cross-collared tunic, cuffs and collar embroidered with orchid motifs in pale cyan silk thread\n- Wide, aquamarine waist-length skirt\n- Walking through ancient courtyard\n- Bluestone slabs, smooth and rounded by erosion, verdant moss between crevices\n- Light and deliberate steps, upright posture\n- Wide hem of skirt and sleeves rippling with steps and breeze\n- Warm afternoon sun through gnarled branches, dappled shadows\n- Vermilion wooden columns and carved window lattices faintly visible\n- Tranquil, distant, aesthetic atmosphere\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded across the sequence. The frames exhibit extreme pixelation, heavy compression artifacts, and pervasive noise that obscure details. Color bleeding and banding are evident, and there is noticeable frame-to-frame instability. The result is a consistently low-fidelity presentation with little discernible content beyond vague shapes and textures.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the described prompt. The frames do not clearly depict a woman with the specified hairstyle or clothing, nor the courtyard setting or lighting described. The content appears unrelated to the requested scene, indicating a complete mismatch between the prompt and the video content.\n\nPhysical/Common-sense Consistency:\nGiven the severe degradation, meaningful assessment of physical realism or common-sense coherence is not feasible. The frames lack recognizable objects or actions, and any inferred physics would be unreliable. Overall, the video fails to convey coherent physical behavior consistent with the prompt.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.1484375,
+                    "TA": 1.0,
+                    "MQ": 1.0234375,
+                    "Overall": 3.1875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Medium shot, camera moving steadily to the right from slightly low angle\n- Follows a woman with long, jet-black hair in a towering, exquisite, classical bun\n- White jade hairpin with clouds, delicate serene features\n- Elegant Hanfu (Chinese traditional clothing): moon-white silk cross-collared tunic, cuffs and collar embroidered with orchid motifs in pale cyan silk thread\n- Wide, aquamarine waist-length skirt\n- Walking through ancient courtyard\n- Bluestone slabs, smooth and rounded by erosion, verdant moss between crevices\n- Light and deliberate steps, upright posture\n- Wide hem of skirt and sleeves rippling with steps and breeze\n- Warm afternoon sun through gnarled branches, dappled shadows\n- Vermilion wooden columns and carved window lattices faintly visible\n- Tranquil, distant, aesthetic atmosphere\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded across the sequence. The frames exhibit extreme pixelation, heavy compression artifacts, and pervasive noise that obscure details. Color bleeding and banding are evident, and there is noticeable frame-to-frame instability. The result is a consistently low-fidelity presentation with little discernible content beyond vague shapes and textures.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the described prompt. The frames do not clearly depict a woman with the specified hairstyle or clothing, nor the courtyard setting or lighting described. The content appears unrelated to the requested scene, indicating a complete mismatch between the prompt and the video content.\n\nPhysical/Common-sense Consistency:\nGiven the severe degradation, meaningful assessment of physical realism or common-sense coherence is not feasible. The frames lack recognizable objects or actions, and any inferred physics would be unreliable. Overall, the video fails to convey coherent physical behavior consistent with the prompt.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "medium shot, the camera moving steadily to the right from a slightly low angle, follows a woman whose long, jet-black hair is meticulously tied into a towering, exquisite, classical bun. A white jade hairpin carved with auspicious clouds sits diagonally in her hair, framing her delicate, serene features. She wears an elegant Hanfu (Chinese traditional clothing): a moon-white silk cross-collared tunic, the cuffs and collar embroidered with orchid motifs in pale cyan silk thread. Beneath it is a wide, aquamarine waist-length skirt. She walks through an ancient courtyard, shrouded in dappled light and shadow. Under her feet are bluestone slabs, smooth and rounded by the erosion of time, with clumps of verdant moss dotting the crevices between the slabs. Her steps are light and deliberate, her posture erect, each almost silent. The wide hem of her skirt and sleeves ripples gently with her steps and the passing breeze, like water. The warm afternoon sun shines through the gnarled branches of the ancient trees in the courtyard, casting ever-changing, dappled shadows on the ground and her skirt. The vermilion wooden columns and carved window lattices are faintly visible in the background. Under the soft light, the whole scene presents a tranquil, distant, and aesthetic atmosphere full of classical poetry.",
+        "seed": 16976,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_12/index_7094_seed_16976_dp_25_rank_50_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.1328125,
+        "video_score2_ta": 1.0,
+        "video_score2_mq": 1.03125,
+        "video_score2_overall": 3.15625,
+        "avg": 3.1640625,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "medium shot, the camera moving steadily to the right from a slightly low angle, follows a woman whose long, jet-black hair is meticulously tied into a towering, exquisite, classical bun. A white jade hairpin carved with auspicious clouds sits diagonally in her hair, framing her delicate, serene features. She wears an elegant Hanfu (Chinese traditional clothing): a moon-white silk cross-collared tunic, the cuffs and collar embroidered with orchid motifs in pale cyan silk thread. Beneath it is a wide, aquamarine waist-length skirt. She walks through an ancient courtyard, shrouded in dappled light and shadow. Under her feet are bluestone slabs, smooth and rounded by the erosion of time, with clumps of verdant moss dotting the crevices between the slabs. Her steps are light and deliberate, her posture erect, each almost silent. The wide hem of her skirt and sleeves ripples gently with her steps and the passing breeze, like water. The warm afternoon sun shines through the gnarled branches of the ancient trees in the courtyard, casting ever-changing, dappled shadows on the ground and her skirt. The vermilion wooden columns and carved window lattices are faintly visible in the background. Under the soft light, the whole scene presents a tranquil, distant, and aesthetic atmosphere full of classical poetry.",
+                "token_credit_reward": 3.15625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Medium shot with camera moving steadily to the right from slightly low angle\n- Follows a woman with long, jet-black hair in a towering, exquisite, classical bun\n- White jade hairpin with clouds, delicate serene features\n- Woman wearing elegant Hanfu (Chinese traditional clothing)\n- Moon-white silk cross-collared tunic with orchid motifs in pale cyan silk thread\n- Wide, aquamarine waist-length skirt\n- Walking through ancient courtyard\n- Bluestone slabs, smooth and rounded by erosion\n- Verdant moss dotting crevices between slabs\n- Light and deliberate steps, erect posture\n- Wide hem of skirt and sleeves rippling with steps and breeze\n- Warm afternoon sun through gnarled branches\n- Ever-changing, dappled shadows on ground and skirt\n- Vermilion wooden columns and carved window lattices faintly visible\n- Tranquil, distant, aesthetic atmosphere\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extreme degradation that makes the content effectively unreadable. The resolution is very low, with pervasive pixelation and heavy compression artifacts. Color bleeding and banding are common, and there is noticeable digital noise across the frame. Overall clarity is poor, with details indistinct and the image appearing blocky and unstable. Transitions between frames are choppy, contributing to a sense of visual chaos rather than a coherent scene. Given these factors, the overall visual quality is at the lowest end of the scale.\n\nText-to-Video Alignment Analysis:\nBecause the video is severely corrupted, none of the described elements can be reliably identified or verified. The frames do not clearly depict the woman, her attire, the courtyard setting, or the architectural details specified in the prompt. Movement cues are not discernible due to the noise, and the intended composition cannot be confirmed. Consequently, the alignment to the prompt is effectively non-existent.\n\nPhysical/Common-sense Consistency:\nThe extreme corruption prevents any meaningful assessment of physical realism or common-sense coherence. There are no observable interactions or dynamics to evaluate, so the dimension remains unassessable at the lowest level.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.1328125,
+                    "TA": 1.0,
+                    "MQ": 1.03125,
+                    "Overall": 3.15625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Medium shot with camera moving steadily to the right from slightly low angle\n- Follows a woman with long, jet-black hair in a towering, exquisite, classical bun\n- White jade hairpin with clouds, delicate serene features\n- Woman wearing elegant Hanfu (Chinese traditional clothing)\n- Moon-white silk cross-collared tunic with orchid motifs in pale cyan silk thread\n- Wide, aquamarine waist-length skirt\n- Walking through ancient courtyard\n- Bluestone slabs, smooth and rounded by erosion\n- Verdant moss dotting crevices between slabs\n- Light and deliberate steps, erect posture\n- Wide hem of skirt and sleeves rippling with steps and breeze\n- Warm afternoon sun through gnarled branches\n- Ever-changing, dappled shadows on ground and skirt\n- Vermilion wooden columns and carved window lattices faintly visible\n- Tranquil, distant, aesthetic atmosphere\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extreme degradation that makes the content effectively unreadable. The resolution is very low, with pervasive pixelation and heavy compression artifacts. Color bleeding and banding are common, and there is noticeable digital noise across the frame. Overall clarity is poor, with details indistinct and the image appearing blocky and unstable. Transitions between frames are choppy, contributing to a sense of visual chaos rather than a coherent scene. Given these factors, the overall visual quality is at the lowest end of the scale.\n\nText-to-Video Alignment Analysis:\nBecause the video is severely corrupted, none of the described elements can be reliably identified or verified. The frames do not clearly depict the woman, her attire, the courtyard setting, or the architectural details specified in the prompt. Movement cues are not discernible due to the noise, and the intended composition cannot be confirmed. Consequently, the alignment to the prompt is effectively non-existent.\n\nPhysical/Common-sense Consistency:\nThe extreme corruption prevents any meaningful assessment of physical realism or common-sense coherence. There are no observable interactions or dynamics to evaluate, so the dimension remains unassessable at the lowest level.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "medium shot, the camera moving steadily to the right from a slightly low angle, follows a woman whose long, jet-black hair is meticulously tied into a towering, exquisite, classical bun. A white jade hairpin carved with auspicious clouds sits diagonally in her hair, framing her delicate, serene features. She wears an elegant Hanfu (Chinese traditional clothing): a moon-white silk cross-collared tunic, the cuffs and collar embroidered with orchid motifs in pale cyan silk thread. Beneath it is a wide, aquamarine waist-length skirt. She walks through an ancient courtyard, shrouded in dappled light and shadow. Under her feet are bluestone slabs, smooth and rounded by the erosion of time, with clumps of verdant moss dotting the crevices between the slabs. Her steps are light and deliberate, her posture erect, each almost silent. The wide hem of her skirt and sleeves ripples gently with her steps and the passing breeze, like water. The warm afternoon sun shines through the gnarled branches of the ancient trees in the courtyard, casting ever-changing, dappled shadows on the ground and her skirt. The vermilion wooden columns and carved window lattices are faintly visible in the background. Under the soft light, the whole scene presents a tranquil, distant, and aesthetic atmosphere full of classical poetry.",
+        "seed": 16977,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_12/index_7094_seed_16977_dp_25_rank_50_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 12,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.1328125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.03125,
+        "video_score2_overall": 3.171875,
+        "avg": 3.171875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "medium shot, the camera moving steadily to the right from a slightly low angle, follows a woman whose long, jet-black hair is meticulously tied into a towering, exquisite, classical bun. A white jade hairpin carved with auspicious clouds sits diagonally in her hair, framing her delicate, serene features. She wears an elegant Hanfu (Chinese traditional clothing): a moon-white silk cross-collared tunic, the cuffs and collar embroidered with orchid motifs in pale cyan silk thread. Beneath it is a wide, aquamarine waist-length skirt. She walks through an ancient courtyard, shrouded in dappled light and shadow. Under her feet are bluestone slabs, smooth and rounded by the erosion of time, with clumps of verdant moss dotting the crevices between the slabs. Her steps are light and deliberate, her posture erect, each almost silent. The wide hem of her skirt and sleeves ripples gently with her steps and the passing breeze, like water. The warm afternoon sun shines through the gnarled branches of the ancient trees in the courtyard, casting ever-changing, dappled shadows on the ground and her skirt. The vermilion wooden columns and carved window lattices are faintly visible in the background. Under the soft light, the whole scene presents a tranquil, distant, and aesthetic atmosphere full of classical poetry.",
+                "token_credit_reward": 3.171875,
+                "selected_reward": 3.171875,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Medium shot, camera moving steadily to the right from slightly low angle\n- Follows a woman with long, jet-black hair tied into a towering, exquisite, classical bun\n- White jade hairpin carved with auspicious clouds sitting diagonally in her hair\n- Delicate, serene features\n- Elegant Hanfu (Chinese traditional clothing): moon-white silk cross-collared tunic\n- Cuffs and collar embroidered with orchid motifs in pale cyan silk thread\n- Wide, aquamarine waist-length skirt\n- Walking through ancient courtyard\n- Dappled light and shadow\n- Bluestone slabs, smooth and rounded by erosion of time\n- Verdant moss dotting crevices between slabs\n- Light and deliberate steps, erect posture\n- Wide hem of skirt and sleeves rippling gently with steps and breeze\n- Water-like movement of fabric\n- Warm afternoon sun through gnarled branches\n- Ever-changing, dappled shadows on ground and skirt\n- Vermilion wooden columns and carved window lattices faintly visible\n- Tranquil, distant, aesthetic atmosphere\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded across the sequence. The frames exhibit extreme pixelation, heavy compression artifacts, and pervasive color distortions that render details indistinguishable. The image remains consistently blurry with pronounced blockiness, making it impossible to discern facial features, clothing textures, or architectural elements. Frame-to-frame stability is poor, with noticeable jitter and abrupt transitions that further erode coherence. Overall, the video fails to deliver usable visual information and would be rated at the lowest end of the scale.\n\nText-to-Video Alignment Analysis:\nGiven the severe degradation, there is no reliable correspondence between the textual prompt and the visual content. Key elements described in the prompt—hair, hairpin, clothing, courtyard setting, lighting, and motion—are not recoverable in the frames. The alignment between the prompt and the video is effectively non-existent.\n\nPhysical/Common-sense Consistency:\nThe extreme distortion prevents any meaningful assessment of physical realism or common-sense consistency. There are no discernible cues to support plausible interactions, gravity, or spatial relationships, so the video cannot demonstrate coherent physical behavior.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.1328125,
+                    "TA": 1.0078125,
+                    "MQ": 1.03125,
+                    "Overall": 3.171875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Medium shot, camera moving steadily to the right from slightly low angle\n- Follows a woman with long, jet-black hair tied into a towering, exquisite, classical bun\n- White jade hairpin carved with auspicious clouds sitting diagonally in her hair\n- Delicate, serene features\n- Elegant Hanfu (Chinese traditional clothing): moon-white silk cross-collared tunic\n- Cuffs and collar embroidered with orchid motifs in pale cyan silk thread\n- Wide, aquamarine waist-length skirt\n- Walking through ancient courtyard\n- Dappled light and shadow\n- Bluestone slabs, smooth and rounded by erosion of time\n- Verdant moss dotting crevices between slabs\n- Light and deliberate steps, erect posture\n- Wide hem of skirt and sleeves rippling gently with steps and breeze\n- Water-like movement of fabric\n- Warm afternoon sun through gnarled branches\n- Ever-changing, dappled shadows on ground and skirt\n- Vermilion wooden columns and carved window lattices faintly visible\n- Tranquil, distant, aesthetic atmosphere\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded across the sequence. The frames exhibit extreme pixelation, heavy compression artifacts, and pervasive color distortions that render details indistinguishable. The image remains consistently blurry with pronounced blockiness, making it impossible to discern facial features, clothing textures, or architectural elements. Frame-to-frame stability is poor, with noticeable jitter and abrupt transitions that further erode coherence. Overall, the video fails to deliver usable visual information and would be rated at the lowest end of the scale.\n\nText-to-Video Alignment Analysis:\nGiven the severe degradation, there is no reliable correspondence between the textual prompt and the visual content. Key elements described in the prompt—hair, hairpin, clothing, courtyard setting, lighting, and motion—are not recoverable in the frames. The alignment between the prompt and the video is effectively non-existent.\n\nPhysical/Common-sense Consistency:\nThe extreme distortion prevents any meaningful assessment of physical realism or common-sense consistency. There are no discernible cues to support plausible interactions, gravity, or spatial relationships, so the video cannot demonstrate coherent physical behavior.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_13/index_tensor([293, 293])_group_13_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_13/index_tensor([293, 293])_group_13_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..3c50877a87e89a01cf4cd243df2a33f27c341044
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_13/index_tensor([293, 293])_group_13_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "drone shot, starting from a low angle behind the goal, then slowly rising and retreating, captures a surreal spectacle. A neatly manicured, lush green professional football field, with its distinct white boundary lines and penalty area markings, is being smoothly rolled up like a vast green carpet. The process begins at one end, at the goal line, as a massive, thick roll of turf steadily and inexorably advances toward the center of the field, its edges uniform. As the roll's diameter grows, it acts like a giant roller, uprooting the entire field, revealing the dark brown, slightly moist soil beneath, creating a sharp, shifting boundary between the rolled-up turf and the bare earth. The soft, slanting morning sunlight filters through the empty stadium, casting long, dramatic shadows across the texture of the turf and the cross-section of the rolled-up turf, highlighting the details of the grass roots separating from the soil. The entire picture unfolds in a grand yet quiet atmosphere, showing a transformation process that subverts the norm, full of visual wonders and an almost magical tranquility.",
+        "seed": 4412,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_13/index_293_seed_4412_dp_26_rank_52_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.3359375,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.046875,
+        "video_score2_overall": 3.390625,
+        "avg": 3.3984375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "drone shot, starting from a low angle behind the goal, then slowly rising and retreating, captures a surreal spectacle. A neatly manicured, lush green professional football field, with its distinct white boundary lines and penalty area markings, is being smoothly rolled up like a vast green carpet. The process begins at one end, at the goal line, as a massive, thick roll of turf steadily and inexorably advances toward the center of the field, its edges uniform. As the roll's diameter grows, it acts like a giant roller, uprooting the entire field, revealing the dark brown, slightly moist soil beneath, creating a sharp, shifting boundary between the rolled-up turf and the bare earth. The soft, slanting morning sunlight filters through the empty stadium, casting long, dramatic shadows across the texture of the turf and the cross-section of the rolled-up turf, highlighting the details of the grass roots separating from the soil. The entire picture unfolds in a grand yet quiet atmosphere, showing a transformation process that subverts the norm, full of visual wonders and an almost magical tranquility.",
+                "token_credit_reward": 3.390625,
+                "selected_reward": 3.390625,
+                "frame_importance": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a drone shot starting from a low angle behind the goal, then rising and retreating, capturing a surreal spectacle. It envisions a neatly manicured, lush green professional football field with distinct white boundary lines and penalty area markings, being smoothly rolled up like a vast green carpet. The process begins at one end, at the goal line, with a massive, thick roll of turf advancing toward the center, edges uniform. As the roll's diameter grows, it should behave like a giant roller, uprooting the entire field, revealing dark brown, slightly moist soil beneath, creating a sharp boundary between the rolled turf and bare earth. The scene should show soft, slanting morning sunlight filtering through an empty stadium, casting long, dramatic shadows, highlighting details of grass roots separating from the soil, all unfolding in a grand yet quiet atmosphere with a transformative, almost magical quality.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are extremely degraded. The resolution is very low, with heavy pixelation and pervasive blur that obscures details. Color bleeding and banding are evident, and there is noticeable digital noise. Frame-to-frame transitions are abrupt rather than smooth, contributing to a jarring viewing experience. Overall, the video presents severe quality limitations that render the content largely unreadable and visually unreliable.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the described prompt. The frames do not reveal a football field, goal line, or any of the specified elements (white boundary lines, penalty markings, rolling process, lighting, or atmospheric mood). Instead, the imagery centers on abstract color patterns and artifacts, with no coherent connection to the requested scene. The result is a complete mismatch between the textual description and the visual content.\n\nPhysical/Common-sense Consistency:\nThe sequence lacks plausible physical progression. There is no discernible field geometry, no coherent motion corresponding to a drone shot, and no consistent lighting or shadows. The visuals do not support a believable or physically plausible scenario, indicating a fundamental breakdown in common-sense interpretation.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.3359375,
+                    "TA": 1.015625,
+                    "MQ": 1.046875,
+                    "Overall": 3.390625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a drone shot starting from a low angle behind the goal, then rising and retreating, capturing a surreal spectacle. It envisions a neatly manicured, lush green professional football field with distinct white boundary lines and penalty area markings, being smoothly rolled up like a vast green carpet. The process begins at one end, at the goal line, with a massive, thick roll of turf advancing toward the center, edges uniform. As the roll's diameter grows, it should behave like a giant roller, uprooting the entire field, revealing dark brown, slightly moist soil beneath, creating a sharp boundary between the rolled turf and bare earth. The scene should show soft, slanting morning sunlight filtering through an empty stadium, casting long, dramatic shadows, highlighting details of grass roots separating from the soil, all unfolding in a grand yet quiet atmosphere with a transformative, almost magical quality.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are extremely degraded. The resolution is very low, with heavy pixelation and pervasive blur that obscures details. Color bleeding and banding are evident, and there is noticeable digital noise. Frame-to-frame transitions are abrupt rather than smooth, contributing to a jarring viewing experience. Overall, the video presents severe quality limitations that render the content largely unreadable and visually unreliable.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the described prompt. The frames do not reveal a football field, goal line, or any of the specified elements (white boundary lines, penalty markings, rolling process, lighting, or atmospheric mood). Instead, the imagery centers on abstract color patterns and artifacts, with no coherent connection to the requested scene. The result is a complete mismatch between the textual description and the visual content.\n\nPhysical/Common-sense Consistency:\nThe sequence lacks plausible physical progression. There is no discernible field geometry, no coherent motion corresponding to a drone shot, and no consistent lighting or shadows. The visuals do not support a believable or physically plausible scenario, indicating a fundamental breakdown in common-sense interpretation.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "drone shot, starting from a low angle behind the goal, then slowly rising and retreating, captures a surreal spectacle. A neatly manicured, lush green professional football field, with its distinct white boundary lines and penalty area markings, is being smoothly rolled up like a vast green carpet. The process begins at one end, at the goal line, as a massive, thick roll of turf steadily and inexorably advances toward the center of the field, its edges uniform. As the roll's diameter grows, it acts like a giant roller, uprooting the entire field, revealing the dark brown, slightly moist soil beneath, creating a sharp, shifting boundary between the rolled-up turf and the bare earth. The soft, slanting morning sunlight filters through the empty stadium, casting long, dramatic shadows across the texture of the turf and the cross-section of the rolled-up turf, highlighting the details of the grass roots separating from the soil. The entire picture unfolds in a grand yet quiet atmosphere, showing a transformation process that subverts the norm, full of visual wonders and an almost magical tranquility.",
+        "seed": 4413,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_13/index_293_seed_4413_dp_26_rank_52_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.3671875,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.0546875,
+        "video_score2_overall": 3.4375,
+        "avg": 3.4375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "drone shot, starting from a low angle behind the goal, then slowly rising and retreating, captures a surreal spectacle. A neatly manicured, lush green professional football field, with its distinct white boundary lines and penalty area markings, is being smoothly rolled up like a vast green carpet. The process begins at one end, at the goal line, as a massive, thick roll of turf steadily and inexorably advances toward the center of the field, its edges uniform. As the roll's diameter grows, it acts like a giant roller, uprooting the entire field, revealing the dark brown, slightly moist soil beneath, creating a sharp, shifting boundary between the rolled-up turf and the bare earth. The soft, slanting morning sunlight filters through the empty stadium, casting long, dramatic shadows across the texture of the turf and the cross-section of the rolled-up turf, highlighting the details of the grass roots separating from the soil. The entire picture unfolds in a grand yet quiet atmosphere, showing a transformation process that subverts the norm, full of visual wonders and an almost magical tranquility.",
+                "token_credit_reward": 3.4375,
+                "selected_reward": 3.4375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a drone shot starting from a low angle behind the goal, then rising and retreating, capturing a surreal spectacle. It envisions a neatly manicured, lush green professional football field with white boundary lines and penalty area markings, being smoothly rolled up like a vast green carpet. The process begins at one end, at the goal line, with a massive, thick roll of turf advancing toward the center, edges uniform. As the roll's diameter grows, it should look like a giant roller uprooting the entire field, revealing dark brown, slightly moist soil beneath, creating a sharp boundary between the rolled turf and bare earth. The scene should show soft, slanting morning sunlight filtering through an empty stadium, casting long, dramatic shadows, highlighting details of grass roots separating from the soil, all conveying a grand yet quiet atmosphere and a transformation that subverts norms with visual wonders.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are extremely degraded. The resolution is very low, with heavy blur and pronounced pixelation. Color is dominated by greens and yellows, with noticeable noise and compression artifacts. There is no clear subject or focal point, and overall image quality is poor. Transitions between frames are abrupt rather than smooth, contributing to a lack of coherence. Overall, the video presents severe visual quality issues that undermine any meaningful interpretation.\n\nText-to-Video Alignment Assessment:\nThere is essentially no alignment with the prompt. The frames do not depict a drone shot, a football field, or the described rolling-up process. Instead, they show abstract color patches with no recognizable objects or scenes. The content fails to capture the requested surreal transformation or spatial dynamics, resulting in a complete mismatch with the original description.\n\nPhysical/Common-sense Consistency:\nThe visuals do not reflect plausible physical behavior. There is no coherent motion, no consistent lighting or shadows, and no recognizable objects or spatial relationships. The imagery lacks any semblance of real-world physics or common-sense expectations, rendering it inconsistent with the described scenario.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.3671875,
+                    "TA": 1.015625,
+                    "MQ": 1.0546875,
+                    "Overall": 3.4375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a drone shot starting from a low angle behind the goal, then rising and retreating, capturing a surreal spectacle. It envisions a neatly manicured, lush green professional football field with white boundary lines and penalty area markings, being smoothly rolled up like a vast green carpet. The process begins at one end, at the goal line, with a massive, thick roll of turf advancing toward the center, edges uniform. As the roll's diameter grows, it should look like a giant roller uprooting the entire field, revealing dark brown, slightly moist soil beneath, creating a sharp boundary between the rolled turf and bare earth. The scene should show soft, slanting morning sunlight filtering through an empty stadium, casting long, dramatic shadows, highlighting details of grass roots separating from the soil, all conveying a grand yet quiet atmosphere and a transformation that subverts norms with visual wonders.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are extremely degraded. The resolution is very low, with heavy blur and pronounced pixelation. Color is dominated by greens and yellows, with noticeable noise and compression artifacts. There is no clear subject or focal point, and overall image quality is poor. Transitions between frames are abrupt rather than smooth, contributing to a lack of coherence. Overall, the video presents severe visual quality issues that undermine any meaningful interpretation.\n\nText-to-Video Alignment Assessment:\nThere is essentially no alignment with the prompt. The frames do not depict a drone shot, a football field, or the described rolling-up process. Instead, they show abstract color patches with no recognizable objects or scenes. The content fails to capture the requested surreal transformation or spatial dynamics, resulting in a complete mismatch with the original description.\n\nPhysical/Common-sense Consistency:\nThe visuals do not reflect plausible physical behavior. There is no coherent motion, no consistent lighting or shadows, and no recognizable objects or spatial relationships. The imagery lacks any semblance of real-world physics or common-sense expectations, rendering it inconsistent with the described scenario.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "drone shot, starting from a low angle behind the goal, then slowly rising and retreating, captures a surreal spectacle. A neatly manicured, lush green professional football field, with its distinct white boundary lines and penalty area markings, is being smoothly rolled up like a vast green carpet. The process begins at one end, at the goal line, as a massive, thick roll of turf steadily and inexorably advances toward the center of the field, its edges uniform. As the roll's diameter grows, it acts like a giant roller, uprooting the entire field, revealing the dark brown, slightly moist soil beneath, creating a sharp, shifting boundary between the rolled-up turf and the bare earth. The soft, slanting morning sunlight filters through the empty stadium, casting long, dramatic shadows across the texture of the turf and the cross-section of the rolled-up turf, highlighting the details of the grass roots separating from the soil. The entire picture unfolds in a grand yet quiet atmosphere, showing a transformation process that subverts the norm, full of visual wonders and an almost magical tranquility.",
+        "seed": 4414,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_13/index_293_seed_4414_dp_27_rank_54_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.3671875,
+        "video_score2_ta": 1.0234375,
+        "video_score2_mq": 1.0625,
+        "video_score2_overall": 3.453125,
+        "avg": 3.453125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "drone shot, starting from a low angle behind the goal, then slowly rising and retreating, captures a surreal spectacle. A neatly manicured, lush green professional football field, with its distinct white boundary lines and penalty area markings, is being smoothly rolled up like a vast green carpet. The process begins at one end, at the goal line, as a massive, thick roll of turf steadily and inexorably advances toward the center of the field, its edges uniform. As the roll's diameter grows, it acts like a giant roller, uprooting the entire field, revealing the dark brown, slightly moist soil beneath, creating a sharp, shifting boundary between the rolled-up turf and the bare earth. The soft, slanting morning sunlight filters through the empty stadium, casting long, dramatic shadows across the texture of the turf and the cross-section of the rolled-up turf, highlighting the details of the grass roots separating from the soil. The entire picture unfolds in a grand yet quiet atmosphere, showing a transformation process that subverts the norm, full of visual wonders and an almost magical tranquility.",
+                "token_credit_reward": 3.453125,
+                "selected_reward": 3.453125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a drone shot starting from a low angle behind the goal, then rising and retreating, capturing a surreal spectacle. It envisions a neatly manicured, lush green professional football field with white boundary lines and penalty area markings, being smoothly rolled up like a vast green carpet. The process begins at one end, at the goal line, with a massive, thick roll of turf advancing toward the center, edges uniform. As the roll's diameter grows, it should look like a giant roller uprooting the entire field, revealing dark brown, slightly moist soil beneath, creating a sharp boundary between the rolled turf and bare earth. The scene should show soft morning light filtering through an empty stadium, casting long, dramatic shadows, and a transformation that subverts norms with visual wonders and a magical tranquility.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are extremely degraded. The resolution is very low, with heavy blur and pronounced pixelation. Color rendering is skewed toward greens and browns, and there is noticeable digital noise and compression artifacts. The imagery lacks sharpness and fine detail, making it difficult to discern field markings or structural elements. Overall, the video presents a severely compromised visual experience.\n\nText-to-Video Alignment Assessment:\nThere is a substantial mismatch between the prompt and what is shown. The frames do not clearly depict a drone shot, a low-angle behind-goal perspective, or a rising-and-retreating motion. The field boundaries and markings are not legible due to the poor image quality, and the described surreal transformation (rolling up the field, revealing soil, dramatic lighting) is not convincingly realized. The result is a video that fails to capture the core elements of the original description.\n\nPhysical/Common-sense Consistency:\nFrom a basic physical standpoint, the sequence does not demonstrate coherent or plausible dynamics. The expected rolling action, material interactions, and lighting cues are not convincingly portrayed, and the overall scene lacks believable physical behavior. The combination of severe visual degradation and missing narrative cues undermines any sense of physical realism or common-sense coherence.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.3671875,
+                    "TA": 1.0234375,
+                    "MQ": 1.0625,
+                    "Overall": 3.453125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a drone shot starting from a low angle behind the goal, then rising and retreating, capturing a surreal spectacle. It envisions a neatly manicured, lush green professional football field with white boundary lines and penalty area markings, being smoothly rolled up like a vast green carpet. The process begins at one end, at the goal line, with a massive, thick roll of turf advancing toward the center, edges uniform. As the roll's diameter grows, it should look like a giant roller uprooting the entire field, revealing dark brown, slightly moist soil beneath, creating a sharp boundary between the rolled turf and bare earth. The scene should show soft morning light filtering through an empty stadium, casting long, dramatic shadows, and a transformation that subverts norms with visual wonders and a magical tranquility.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are extremely degraded. The resolution is very low, with heavy blur and pronounced pixelation. Color rendering is skewed toward greens and browns, and there is noticeable digital noise and compression artifacts. The imagery lacks sharpness and fine detail, making it difficult to discern field markings or structural elements. Overall, the video presents a severely compromised visual experience.\n\nText-to-Video Alignment Assessment:\nThere is a substantial mismatch between the prompt and what is shown. The frames do not clearly depict a drone shot, a low-angle behind-goal perspective, or a rising-and-retreating motion. The field boundaries and markings are not legible due to the poor image quality, and the described surreal transformation (rolling up the field, revealing soil, dramatic lighting) is not convincingly realized. The result is a video that fails to capture the core elements of the original description.\n\nPhysical/Common-sense Consistency:\nFrom a basic physical standpoint, the sequence does not demonstrate coherent or plausible dynamics. The expected rolling action, material interactions, and lighting cues are not convincingly portrayed, and the overall scene lacks believable physical behavior. The combination of severe visual degradation and missing narrative cues undermines any sense of physical realism or common-sense coherence.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "drone shot, starting from a low angle behind the goal, then slowly rising and retreating, captures a surreal spectacle. A neatly manicured, lush green professional football field, with its distinct white boundary lines and penalty area markings, is being smoothly rolled up like a vast green carpet. The process begins at one end, at the goal line, as a massive, thick roll of turf steadily and inexorably advances toward the center of the field, its edges uniform. As the roll's diameter grows, it acts like a giant roller, uprooting the entire field, revealing the dark brown, slightly moist soil beneath, creating a sharp, shifting boundary between the rolled-up turf and the bare earth. The soft, slanting morning sunlight filters through the empty stadium, casting long, dramatic shadows across the texture of the turf and the cross-section of the rolled-up turf, highlighting the details of the grass roots separating from the soil. The entire picture unfolds in a grand yet quiet atmosphere, showing a transformation process that subverts the norm, full of visual wonders and an almost magical tranquility.",
+        "seed": 4415,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_13/index_293_seed_4415_dp_27_rank_54_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 13,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.4609375,
+        "video_score2_ta": 1.0234375,
+        "video_score2_mq": 1.0546875,
+        "video_score2_overall": 3.53125,
+        "avg": 3.5390625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "drone shot, starting from a low angle behind the goal, then slowly rising and retreating, captures a surreal spectacle. A neatly manicured, lush green professional football field, with its distinct white boundary lines and penalty area markings, is being smoothly rolled up like a vast green carpet. The process begins at one end, at the goal line, as a massive, thick roll of turf steadily and inexorably advances toward the center of the field, its edges uniform. As the roll's diameter grows, it acts like a giant roller, uprooting the entire field, revealing the dark brown, slightly moist soil beneath, creating a sharp, shifting boundary between the rolled-up turf and the bare earth. The soft, slanting morning sunlight filters through the empty stadium, casting long, dramatic shadows across the texture of the turf and the cross-section of the rolled-up turf, highlighting the details of the grass roots separating from the soil. The entire picture unfolds in a grand yet quiet atmosphere, showing a transformation process that subverts the norm, full of visual wonders and an almost magical tranquility.",
+                "token_credit_reward": 3.53125,
+                "selected_reward": 3.53125,
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a drone shot starting from a low angle behind the goal, then rising and retreating, capturing a surreal spectacle. It envisions a neatly manicured, lush green professional football field with white boundary lines and penalty area markings, being smoothly rolled up like a vast green carpet. The process should begin at one end (goal line) with a massive, thick roll of turf advancing toward the center, edges uniform. As the roll's diameter grows, it should act like a giant roller, uprooting the entire field, revealing dark brown, slightly moist soil beneath, creating a sharp boundary between the rolled turf and bare earth. The scene should show soft, slanting morning sunlight filtering through an empty stadium, casting long, dramatic shadows, highlighting details of grass roots separating from the soil, all unfolding in a grand yet quiet atmosphere with a transformation that defies normal physics but feels almost magical.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The footage is extremely blurry and out of focus, with heavy compression artifacts and pronounced pixelation. Color is dominated by greens with some yellowish tints, and there is noticeable noise and grain. The overall image quality is poor, with limited detail and a lack of sharpness that obscures field features and markings. Transitions between frames are not clearly defined due to the blur, making it difficult to discern any meaningful content or motion. Overall, the video presents a very low level of visual clarity and fidelity.\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and what is shown. The frames do not reveal a clear drone shot, a visible goal line, or crisp field markings. The content appears heavily distorted and abstract, lacking the described rolling action, the reveal of soil, and the dramatic lighting cues. The surreal transformation and the intended magical atmosphere are not realized; the video fails to capture the core elements of the prompt, resulting in essentially no meaningful alignment.\n\nPhysical Consistency (Common-sense):\nThe sequence does not exhibit coherent physical behavior. The heavy distortion and artifacts prevent any plausible interpretation of real-world physics, and there is no consistent depiction of rolling, soil exposure, or lighting dynamics. The result is a breakdown of common-sense expectations about how such a scene should look and behave.\n\nGround-truth scores indicate Visual Quality = 1, Text-to-Video Alignment = 1, and Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.4609375,
+                    "TA": 1.0234375,
+                    "MQ": 1.0546875,
+                    "Overall": 3.53125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a drone shot starting from a low angle behind the goal, then rising and retreating, capturing a surreal spectacle. It envisions a neatly manicured, lush green professional football field with white boundary lines and penalty area markings, being smoothly rolled up like a vast green carpet. The process should begin at one end (goal line) with a massive, thick roll of turf advancing toward the center, edges uniform. As the roll's diameter grows, it should act like a giant roller, uprooting the entire field, revealing dark brown, slightly moist soil beneath, creating a sharp boundary between the rolled turf and bare earth. The scene should show soft, slanting morning sunlight filtering through an empty stadium, casting long, dramatic shadows, highlighting details of grass roots separating from the soil, all unfolding in a grand yet quiet atmosphere with a transformation that defies normal physics but feels almost magical.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The footage is extremely blurry and out of focus, with heavy compression artifacts and pronounced pixelation. Color is dominated by greens with some yellowish tints, and there is noticeable noise and grain. The overall image quality is poor, with limited detail and a lack of sharpness that obscures field features and markings. Transitions between frames are not clearly defined due to the blur, making it difficult to discern any meaningful content or motion. Overall, the video presents a very low level of visual clarity and fidelity.\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and what is shown. The frames do not reveal a clear drone shot, a visible goal line, or crisp field markings. The content appears heavily distorted and abstract, lacking the described rolling action, the reveal of soil, and the dramatic lighting cues. The surreal transformation and the intended magical atmosphere are not realized; the video fails to capture the core elements of the prompt, resulting in essentially no meaningful alignment.\n\nPhysical Consistency (Common-sense):\nThe sequence does not exhibit coherent physical behavior. The heavy distortion and artifacts prevent any plausible interpretation of real-world physics, and there is no consistent depiction of rolling, soil exposure, or lighting dynamics. The result is a breakdown of common-sense expectations about how such a scene should look and behave.\n\nGround-truth scores indicate Visual Quality = 1, Text-to-Video Alignment = 1, and Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_14/index_tensor([477, 477])_group_14_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_14/index_tensor([477, 477])_group_14_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..4ec796c9665e95fa670c26b5b73a4daacc8f6ece
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_14/index_tensor([477, 477])_group_14_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "Starting from a low angle at street level, a steady upward tilt of the crane shot slowly rises, passing over the ant-like crowds and the endless stream of car lights below, before focusing on a cluster of modern skyscrapers composed of cold steel frames and vast mirrored glass curtain walls. The golden sunlight of late afternoon slants across the buildings, each pane of glass clearly reflecting the intertwined lavender and warm orange clouds in the sky. The brushed stainless steel moldings gleam sharply in the light, and the complex geometry and interlaced balconies convey a realistic architectural texture. As the camera continues its steady ascent, more and more towering buildings of various shapes come into view, their pointed or flat roofs dotted with sophisticated communications antennas. Finally, the entire magnificent city skyline is fully revealed, creating an atmosphere of both prosperity and modernity, as well as tranquility and solemnity, imbued with a breathtaking visual impact and a sense of the future.",
+        "seed": 29538,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_14/index_477_seed_29538_dp_28_rank_56_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 2.125,
+        "video_score2_ta": 1.0546875,
+        "video_score2_mq": 1.2109375,
+        "video_score2_overall": 4.40625,
+        "avg": 4.390625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "Starting from a low angle at street level, a steady upward tilt of the crane shot slowly rises, passing over the ant-like crowds and the endless stream of car lights below, before focusing on a cluster of modern skyscrapers composed of cold steel frames and vast mirrored glass curtain walls. The golden sunlight of late afternoon slants across the buildings, each pane of glass clearly reflecting the intertwined lavender and warm orange clouds in the sky. The brushed stainless steel moldings gleam sharply in the light, and the complex geometry and interlaced balconies convey a realistic architectural texture. As the camera continues its steady ascent, more and more towering buildings of various shapes come into view, their pointed or flat roofs dotted with sophisticated communications antennas. Finally, the entire magnificent city skyline is fully revealed, creating an atmosphere of both prosperity and modernity, as well as tranquility and solemnity, imbued with a breathtaking visual impact and a sense of the future.",
+                "token_credit_reward": 4.40625,
+                "selected_reward": 4.40625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes:\n\n\"Starting from a low angle at street level, a steady upward tilt of the crane shot slowly rises, passing over the ant-like crowds and the endless stream of car lights below, before focusing on a cluster of modern skyscrapers composed of cold steel frames and vast mirrored glass curtain walls. The golden sunlight of late afternoon slants across the buildings, each pane of glass clearly reflecting the intertwined lavender and warm orange clouds in the sky. The brushed stainless steel moldings gleam sharply in the light, and the complex geometry and interlaced balconies convey a realistic architectural texture. As the camera continues its steady ascent, more and more towering buildings of various shapes come into view, their pointed or flat roofs dotted with sophisticated communications antennas. Finally, the entire magnificent city skyline is fully revealed, creating an atmosphere of both prosperity and modernity, as well as tranquility and solemnity, imbued with a breathtaking visual impact and a sense of the future\"\n\nNow let me examine the frames:\n\nFrame 1: Completely black frame\nFrame 2: Very dark frame with some blue/purple lighting elements visible but still predominantly black\nFrame 3: Still very dark, with some colorful lighting (orange/yellow and purple/blue) visible but not clearly defined\nFrame 4: Similar to frame 3, dark scene with mixed colors but unclear details\nFrame 5: Shows what appears to be a dark silhouette of a building or structure against a colorful sky background with purple, orange, and yellow hues\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The sequence is dominated by near-black frames with only faint color hints, and there is no discernible subject or scene progression. The frames lack clarity, contrast, and definable content, making it impossible to extract any meaningful visual information. This results in a very poor viewing experience and aligns with a Visual Quality score of 1.\n\nText-to-Video Alignment Analysis:\nThere is a complete mismatch between the detailed, richly described prompt and the actual video content. The prompt calls for a dynamic urban crane shot revealing a modern cityscape with crowds, car lights, and architectural detail, culminating in a full city view. The video, however, presents almost exclusively dark frames with minimal color variation and no recognizable scene elements, resulting in essentially no alignment with the requested narrative. This corresponds to a Text-to-Video Alignment score of 1.\n\nPhysical/Common-sense Consistency:\nBecause the video lacks identifiable objects, scenes, or motion cues, there is no basis to assess physical realism or common-sense coherence. The content does not provide any plausible physical progression or interactions, leading to a score of 1 for Physical/Common-sense Consistency.\n\nground-truth of Dim-1: 'Visual Quality':\n1\n\nground-truth of Dim-2: 'Text-to-Video Alignment':\n1\n\nground-truth of Dim-3: 'Physical Consistency' (also referred to as Common-sense Consistency):\n1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 2.125,
+                    "TA": 1.0546875,
+                    "MQ": 1.2109375,
+                    "Overall": 4.40625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes:\n\n\"Starting from a low angle at street level, a steady upward tilt of the crane shot slowly rises, passing over the ant-like crowds and the endless stream of car lights below, before focusing on a cluster of modern skyscrapers composed of cold steel frames and vast mirrored glass curtain walls. The golden sunlight of late afternoon slants across the buildings, each pane of glass clearly reflecting the intertwined lavender and warm orange clouds in the sky. The brushed stainless steel moldings gleam sharply in the light, and the complex geometry and interlaced balconies convey a realistic architectural texture. As the camera continues its steady ascent, more and more towering buildings of various shapes come into view, their pointed or flat roofs dotted with sophisticated communications antennas. Finally, the entire magnificent city skyline is fully revealed, creating an atmosphere of both prosperity and modernity, as well as tranquility and solemnity, imbued with a breathtaking visual impact and a sense of the future\"\n\nNow let me examine the frames:\n\nFrame 1: Completely black frame\nFrame 2: Very dark frame with some blue/purple lighting elements visible but still predominantly black\nFrame 3: Still very dark, with some colorful lighting (orange/yellow and purple/blue) visible but not clearly defined\nFrame 4: Similar to frame 3, dark scene with mixed colors but unclear details\nFrame 5: Shows what appears to be a dark silhouette of a building or structure against a colorful sky background with purple, orange, and yellow hues\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The sequence is dominated by near-black frames with only faint color hints, and there is no discernible subject or scene progression. The frames lack clarity, contrast, and definable content, making it impossible to extract any meaningful visual information. This results in a very poor viewing experience and aligns with a Visual Quality score of 1.\n\nText-to-Video Alignment Analysis:\nThere is a complete mismatch between the detailed, richly described prompt and the actual video content. The prompt calls for a dynamic urban crane shot revealing a modern cityscape with crowds, car lights, and architectural detail, culminating in a full city view. The video, however, presents almost exclusively dark frames with minimal color variation and no recognizable scene elements, resulting in essentially no alignment with the requested narrative. This corresponds to a Text-to-Video Alignment score of 1.\n\nPhysical/Common-sense Consistency:\nBecause the video lacks identifiable objects, scenes, or motion cues, there is no basis to assess physical realism or common-sense coherence. The content does not provide any plausible physical progression or interactions, leading to a score of 1 for Physical/Common-sense Consistency.\n\nground-truth of Dim-1: 'Visual Quality':\n1\n\nground-truth of Dim-2: 'Text-to-Video Alignment':\n1\n\nground-truth of Dim-3: 'Physical Consistency' (also referred to as Common-sense Consistency):\n1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "Starting from a low angle at street level, a steady upward tilt of the crane shot slowly rises, passing over the ant-like crowds and the endless stream of car lights below, before focusing on a cluster of modern skyscrapers composed of cold steel frames and vast mirrored glass curtain walls. The golden sunlight of late afternoon slants across the buildings, each pane of glass clearly reflecting the intertwined lavender and warm orange clouds in the sky. The brushed stainless steel moldings gleam sharply in the light, and the complex geometry and interlaced balconies convey a realistic architectural texture. As the camera continues its steady ascent, more and more towering buildings of various shapes come into view, their pointed or flat roofs dotted with sophisticated communications antennas. Finally, the entire magnificent city skyline is fully revealed, creating an atmosphere of both prosperity and modernity, as well as tranquility and solemnity, imbued with a breathtaking visual impact and a sense of the future.",
+        "seed": 29539,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_14/index_477_seed_29539_dp_28_rank_56_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.3984375,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.0703125,
+        "video_score2_overall": 3.46875,
+        "avg": 3.484375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "Starting from a low angle at street level, a steady upward tilt of the crane shot slowly rises, passing over the ant-like crowds and the endless stream of car lights below, before focusing on a cluster of modern skyscrapers composed of cold steel frames and vast mirrored glass curtain walls. The golden sunlight of late afternoon slants across the buildings, each pane of glass clearly reflecting the intertwined lavender and warm orange clouds in the sky. The brushed stainless steel moldings gleam sharply in the light, and the complex geometry and interlaced balconies convey a realistic architectural texture. As the camera continues its steady ascent, more and more towering buildings of various shapes come into view, their pointed or flat roofs dotted with sophisticated communications antennas. Finally, the entire magnificent city skyline is fully revealed, creating an atmosphere of both prosperity and modernity, as well as tranquility and solemnity, imbued with a breathtaking visual impact and a sense of the future.",
+                "token_credit_reward": 3.46875,
+                "selected_reward": 3.46875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes a detailed urban scene with a crane shot rising above street level, passing over crowds and car lights, focusing on modern skyscrapers with specific architectural features, and revealing a city skyline with a sense of prosperity and modernity.\n\nLooking at the frames:\n\nFrame 1: Shows a very dark, blurry image with some purple/pink coloring at the top and a grayish lower portion. This appears to be extremely unclear and low quality.\nFrame 2: Shows what appears to be a dark silhouette of a mountain or hill against a blue sky with some white elements that could be clouds. This is still quite blurry and lacks detail.\nFrame 3: Similar to frame 2, showing the same dark silhouette against blue sky with white elements. Still very unclear and low quality.\nFrame 4: Shows the same dark silhouette but now there's some pink/red coloring visible at the bottom, suggesting a sunset/sunrise lighting effect. The image remains blurry and unclear.\nFrame 5: Shows the dark silhouette with more colorful elements - blue, pink, and orange colors visible, suggesting a more dramatic sky with sunset/sunrise lighting. Still very blurry and unclear.\n\nNow let me evaluate each dimension:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme blur, heavy compression artifacts, and inconsistent color rendering, making it impossible to discern details or objects. The sequence does not present a coherent, high-fidelity depiction of any scene, and the progression between frames does not establish a meaningful visual narrative. Based on these observations, Visual Quality is rated 1/5.\n\nText-to-Video Alignment Analysis:\nThere is no alignment with the described prompt. The frames do not depict a street-level urban environment, crowds, car lights, or a city skyline with skyscrapers. Instead, they resemble generic landscapes with silhouettes and abstract color patterns, lacking any recognizable architectural or urban elements. The result is a complete mismatch between the prompt and the video content, warranting a Text-to-Video Alignment score of 1/5.\n\nPhysical/Common-sense Consistency:\nThe imagery fails to reflect plausible physical relationships or common-sense expectations. There is no coherent spatial arrangement, perspective, or lighting cues that would support a cityscape or urban development, and the visuals do not demonstrate any consistent physical logic. This yields a Physical/Common-sense Consistency score of 1/5.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical/Common-sense Consistency: 1\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.3984375,
+                    "TA": 1.015625,
+                    "MQ": 1.0703125,
+                    "Overall": 3.46875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes a detailed urban scene with a crane shot rising above street level, passing over crowds and car lights, focusing on modern skyscrapers with specific architectural features, and revealing a city skyline with a sense of prosperity and modernity.\n\nLooking at the frames:\n\nFrame 1: Shows a very dark, blurry image with some purple/pink coloring at the top and a grayish lower portion. This appears to be extremely unclear and low quality.\nFrame 2: Shows what appears to be a dark silhouette of a mountain or hill against a blue sky with some white elements that could be clouds. This is still quite blurry and lacks detail.\nFrame 3: Similar to frame 2, showing the same dark silhouette against blue sky with white elements. Still very unclear and low quality.\nFrame 4: Shows the same dark silhouette but now there's some pink/red coloring visible at the bottom, suggesting a sunset/sunrise lighting effect. The image remains blurry and unclear.\nFrame 5: Shows the dark silhouette with more colorful elements - blue, pink, and orange colors visible, suggesting a more dramatic sky with sunset/sunrise lighting. Still very blurry and unclear.\n\nNow let me evaluate each dimension:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme blur, heavy compression artifacts, and inconsistent color rendering, making it impossible to discern details or objects. The sequence does not present a coherent, high-fidelity depiction of any scene, and the progression between frames does not establish a meaningful visual narrative. Based on these observations, Visual Quality is rated 1/5.\n\nText-to-Video Alignment Analysis:\nThere is no alignment with the described prompt. The frames do not depict a street-level urban environment, crowds, car lights, or a city skyline with skyscrapers. Instead, they resemble generic landscapes with silhouettes and abstract color patterns, lacking any recognizable architectural or urban elements. The result is a complete mismatch between the prompt and the video content, warranting a Text-to-Video Alignment score of 1/5.\n\nPhysical/Common-sense Consistency:\nThe imagery fails to reflect plausible physical relationships or common-sense expectations. There is no coherent spatial arrangement, perspective, or lighting cues that would support a cityscape or urban development, and the visuals do not demonstrate any consistent physical logic. This yields a Physical/Common-sense Consistency score of 1/5.\n\nGround-truth scores:\nVisual Quality: 1\nText-to-Video Alignment: 1\nPhysical/Common-sense Consistency: 1\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "Starting from a low angle at street level, a steady upward tilt of the crane shot slowly rises, passing over the ant-like crowds and the endless stream of car lights below, before focusing on a cluster of modern skyscrapers composed of cold steel frames and vast mirrored glass curtain walls. The golden sunlight of late afternoon slants across the buildings, each pane of glass clearly reflecting the intertwined lavender and warm orange clouds in the sky. The brushed stainless steel moldings gleam sharply in the light, and the complex geometry and interlaced balconies convey a realistic architectural texture. As the camera continues its steady ascent, more and more towering buildings of various shapes come into view, their pointed or flat roofs dotted with sophisticated communications antennas. Finally, the entire magnificent city skyline is fully revealed, creating an atmosphere of both prosperity and modernity, as well as tranquility and solemnity, imbued with a breathtaking visual impact and a sense of the future.",
+        "seed": 29540,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_14/index_477_seed_29540_dp_29_rank_58_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.9375,
+        "video_score2_ta": 1.046875,
+        "video_score2_mq": 1.2265625,
+        "video_score2_overall": 4.21875,
+        "avg": 4.2109375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "Starting from a low angle at street level, a steady upward tilt of the crane shot slowly rises, passing over the ant-like crowds and the endless stream of car lights below, before focusing on a cluster of modern skyscrapers composed of cold steel frames and vast mirrored glass curtain walls. The golden sunlight of late afternoon slants across the buildings, each pane of glass clearly reflecting the intertwined lavender and warm orange clouds in the sky. The brushed stainless steel moldings gleam sharply in the light, and the complex geometry and interlaced balconies convey a realistic architectural texture. As the camera continues its steady ascent, more and more towering buildings of various shapes come into view, their pointed or flat roofs dotted with sophisticated communications antennas. Finally, the entire magnificent city skyline is fully revealed, creating an atmosphere of both prosperity and modernity, as well as tranquility and solemnity, imbued with a breathtaking visual impact and a sense of the future.",
+                "token_credit_reward": 4.21875,
+                "selected_reward": 4.21875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes a detailed urban scene with a crane shot rising above street level, passing over crowds and car lights, focusing on modern skyscrapers with specific architectural features, and revealing a city skyline with a sense of prosperity and modernity.\n\nLooking at the frames:\n\nFrame 1: Completely black frame\nFrame 2: Very dark frame with some orange/red elements at the bottom\nFrame 3: Still very dark with orange/red elements\nFrame 4: Shows what appears to be a mountainous landscape with orange/red coloring, possibly representing sunset/sunrise lighting\nFrame 5: Similar mountainous landscape with orange/red coloring\n\nNow let me evaluate each dimension:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The sequence is dominated by near-black frames with minimal content, and only a faint hint of color in a few frames. The imagery that exists is extremely low in detail, with no clear subjects or composition, making it impossible to discern any meaningful content. This results in a very poor viewing experience and effectively fails to convey usable visual information.\n\nText-to-Video Alignment Analysis:\nThere is a complete mismatch between the prompt and the actual video content. The prompt calls for a dynamic urban sequence with a crane shot, crowds, car lights, and a detailed cityscape with modern architecture. Instead, the video presents a dark, ambiguous landscape with no urban elements, no people, and no vehicles. The alignment score should be considered to be at the lowest level (1).\n\nPhysical/Common-sense Consistency:\nGiven the absence of recognizable objects, scenes, or actions, there is no basis to assess physical realism or common-sense coherence. The content does not provide any plausible physical interactions or spatial relationships, so the evaluation cannot reflect any coherent physical behavior.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.9375,
+                    "TA": 1.046875,
+                    "MQ": 1.2265625,
+                    "Overall": 4.21875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes a detailed urban scene with a crane shot rising above street level, passing over crowds and car lights, focusing on modern skyscrapers with specific architectural features, and revealing a city skyline with a sense of prosperity and modernity.\n\nLooking at the frames:\n\nFrame 1: Completely black frame\nFrame 2: Very dark frame with some orange/red elements at the bottom\nFrame 3: Still very dark with orange/red elements\nFrame 4: Shows what appears to be a mountainous landscape with orange/red coloring, possibly representing sunset/sunrise lighting\nFrame 5: Similar mountainous landscape with orange/red coloring\n\nNow let me evaluate each dimension:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The sequence is dominated by near-black frames with minimal content, and only a faint hint of color in a few frames. The imagery that exists is extremely low in detail, with no clear subjects or composition, making it impossible to discern any meaningful content. This results in a very poor viewing experience and effectively fails to convey usable visual information.\n\nText-to-Video Alignment Analysis:\nThere is a complete mismatch between the prompt and the actual video content. The prompt calls for a dynamic urban sequence with a crane shot, crowds, car lights, and a detailed cityscape with modern architecture. Instead, the video presents a dark, ambiguous landscape with no urban elements, no people, and no vehicles. The alignment score should be considered to be at the lowest level (1).\n\nPhysical/Common-sense Consistency:\nGiven the absence of recognizable objects, scenes, or actions, there is no basis to assess physical realism or common-sense coherence. The content does not provide any plausible physical interactions or spatial relationships, so the evaluation cannot reflect any coherent physical behavior.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "Starting from a low angle at street level, a steady upward tilt of the crane shot slowly rises, passing over the ant-like crowds and the endless stream of car lights below, before focusing on a cluster of modern skyscrapers composed of cold steel frames and vast mirrored glass curtain walls. The golden sunlight of late afternoon slants across the buildings, each pane of glass clearly reflecting the intertwined lavender and warm orange clouds in the sky. The brushed stainless steel moldings gleam sharply in the light, and the complex geometry and interlaced balconies convey a realistic architectural texture. As the camera continues its steady ascent, more and more towering buildings of various shapes come into view, their pointed or flat roofs dotted with sophisticated communications antennas. Finally, the entire magnificent city skyline is fully revealed, creating an atmosphere of both prosperity and modernity, as well as tranquility and solemnity, imbued with a breathtaking visual impact and a sense of the future.",
+        "seed": 29541,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_14/index_477_seed_29541_dp_29_rank_58_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 14,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.5859375,
+        "video_score2_ta": 1.0234375,
+        "video_score2_mq": 1.0703125,
+        "video_score2_overall": 3.6875,
+        "avg": 3.6796875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "Starting from a low angle at street level, a steady upward tilt of the crane shot slowly rises, passing over the ant-like crowds and the endless stream of car lights below, before focusing on a cluster of modern skyscrapers composed of cold steel frames and vast mirrored glass curtain walls. The golden sunlight of late afternoon slants across the buildings, each pane of glass clearly reflecting the intertwined lavender and warm orange clouds in the sky. The brushed stainless steel moldings gleam sharply in the light, and the complex geometry and interlaced balconies convey a realistic architectural texture. As the camera continues its steady ascent, more and more towering buildings of various shapes come into view, their pointed or flat roofs dotted with sophisticated communications antennas. Finally, the entire magnificent city skyline is fully revealed, creating an atmosphere of both prosperity and modernity, as well as tranquility and solemnity, imbued with a breathtaking visual impact and a sense of the future.",
+                "token_credit_reward": 3.6875,
+                "selected_reward": 3.6875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a detailed urban scene with specific elements:\n- Starting from a low angle at street level\n- A steady upward tilt of the crane shot\n- Passing over ant-like crowds and endless stream of car lights below\n- Focus on cluster of modern skyscrapers\n- Cold steel frames and vast mirrored glass curtain walls\n- Golden sunlight of late afternoon slants across buildings\n- Each pane of glass clearly reflecting intertwined lavender and warm orange clouds\n- Brushed stainless steel moldings gleam sharply\n- Complex geometry and interlaced balconies\n- Camera continues steady ascent\n- More towering buildings of various shapes\n- Pointed or flat roofs dotted with sophisticated communications antennas\n- Entire magnificent city skyline fully revealed\n- Atmosphere of prosperity and modernity, tranquility and solemnity\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is severely degraded. The footage is consistently dark with limited detail, and the resolution is insufficient to resolve architectural features. Frame 1 is almost entirely black; Frames 2–5 show only vague blue/purple hints without discernible content. There is no clear subject, no stable lighting, and no convincing depth cues. The sequence does not deliver usable visual information about the described cityscape, making it impossible to assess finer details or transitions. Overall, the video fails to provide credible visual content.\n\nText-to-Video Alignment Analysis:\nThere is a complete mismatch between the prompt and the actual video. The prompt calls for a dynamic urban reveal with a crane shot, crowds, car lights, and a sunlit cityscape with reflective glass and intricate architecture. The video, however, presents no recognizable city elements, no people, no vehicles, and no architectural features. The lighting is inconsistent and the scene lacks coherence with any urban setting. Consequently, the alignment score should be 1.\n\nPhysical/Common-sense Consistency:\nThe sequence shows no plausible physical progression or spatial relationships. The frames do not establish a consistent perspective, scale, or lighting, and there is no coherent motion or interaction that would support a real-world cityscape. The result is a fundamentally inconsistent depiction that cannot be reconciled with common-sense expectations of an urban environment. This yields a score of 1.\n\nGround-truth scores:\nDim-1 Visual Quality: 1\nDim-2 Text-to-Video Alignment: 1\nDim-3 Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.5859375,
+                    "TA": 1.0234375,
+                    "MQ": 1.0703125,
+                    "Overall": 3.6875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a detailed urban scene with specific elements:\n- Starting from a low angle at street level\n- A steady upward tilt of the crane shot\n- Passing over ant-like crowds and endless stream of car lights below\n- Focus on cluster of modern skyscrapers\n- Cold steel frames and vast mirrored glass curtain walls\n- Golden sunlight of late afternoon slants across buildings\n- Each pane of glass clearly reflecting intertwined lavender and warm orange clouds\n- Brushed stainless steel moldings gleam sharply\n- Complex geometry and interlaced balconies\n- Camera continues steady ascent\n- More towering buildings of various shapes\n- Pointed or flat roofs dotted with sophisticated communications antennas\n- Entire magnificent city skyline fully revealed\n- Atmosphere of prosperity and modernity, tranquility and solemnity\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is severely degraded. The footage is consistently dark with limited detail, and the resolution is insufficient to resolve architectural features. Frame 1 is almost entirely black; Frames 2–5 show only vague blue/purple hints without discernible content. There is no clear subject, no stable lighting, and no convincing depth cues. The sequence does not deliver usable visual information about the described cityscape, making it impossible to assess finer details or transitions. Overall, the video fails to provide credible visual content.\n\nText-to-Video Alignment Analysis:\nThere is a complete mismatch between the prompt and the actual video. The prompt calls for a dynamic urban reveal with a crane shot, crowds, car lights, and a sunlit cityscape with reflective glass and intricate architecture. The video, however, presents no recognizable city elements, no people, no vehicles, and no architectural features. The lighting is inconsistent and the scene lacks coherence with any urban setting. Consequently, the alignment score should be 1.\n\nPhysical/Common-sense Consistency:\nThe sequence shows no plausible physical progression or spatial relationships. The frames do not establish a consistent perspective, scale, or lighting, and there is no coherent motion or interaction that would support a real-world cityscape. The result is a fundamentally inconsistent depiction that cannot be reconciled with common-sense expectations of an urban environment. This yields a score of 1.\n\nGround-truth scores:\nDim-1 Visual Quality: 1\nDim-2 Text-to-Video Alignment: 1\nDim-3 Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_15/index_tensor([6856, 6856])_group_15_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_15/index_tensor([6856, 6856])_group_15_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..2b9545d22d5fd3382324e9d7a17b2d39fdb9fbef
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_15/index_tensor([6856, 6856])_group_15_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "dramatic low-angle tracking shot moves alongside a massive combine harvester, its crimson paint slightly faded and coated in a thin layer of dust, highlighting its powerful, relentless advance. The camera synchronizes with the machine, steadily and deliberately moving across a vast, sun-drenched wheat field stretching to a hazy, distant horizon. In front, a wide, rotating reel methodically gathers tall, golden stalks and pulls them into the machine's maw. The main action unfolds from a long, articulated nozzle extending from the side of the harvester, from which a dense, uninterrupted stream of golden wheat kernels cascades down in a shimmering, liquid mass. Each grain catches the brilliant, low-hanging afternoon sun, creating a shimmering waterfall of pure gold against the clear, deep blue sky. The air is filled with floating husks and dust, all illuminated by warm golden hour light, casting long, dramatic shadows on the sharp, bristly stubble left in the harvester's wake, creating an atmosphere of powerful yet serene agricultural abundance and mechanical power.",
+        "seed": 24509,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_15/index_6856_seed_24509_dp_30_rank_60_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.2265625,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.0390625,
+        "video_score2_overall": 3.28125,
+        "avg": 3.28125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dramatic low-angle tracking shot moves alongside a massive combine harvester, its crimson paint slightly faded and coated in a thin layer of dust, highlighting its powerful, relentless advance. The camera synchronizes with the machine, steadily and deliberately moving across a vast, sun-drenched wheat field stretching to a hazy, distant horizon. In front, a wide, rotating reel methodically gathers tall, golden stalks and pulls them into the machine's maw. The main action unfolds from a long, articulated nozzle extending from the side of the harvester, from which a dense, uninterrupted stream of golden wheat kernels cascades down in a shimmering, liquid mass. Each grain catches the brilliant, low-hanging afternoon sun, creating a shimmering waterfall of pure gold against the clear, deep blue sky. The air is filled with floating husks and dust, all illuminated by warm golden hour light, casting long, dramatic shadows on the sharp, bristly stubble left in the harvester's wake, creating an atmosphere of powerful yet serene agricultural abundance and mechanical power.",
+                "token_credit_reward": 3.28125,
+                "selected_reward": 3.28125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic low-angle tracking shot of a massive combine harvester operating in a sun-drenched wheat field, with specific visual elements like fading crimson paint, dust, a wide rotating reel, a long articulated nozzle, and a cascade of golden wheat kernels. The scene is intended to convey powerful mechanical action and a cinematic agricultural setting.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is severely degraded. The imagery is extremely blurry and out of focus, with pervasive artifacts and heavy compression that obscure details. Color bleeding and banding are evident, and there is noticeable frame-to-frame instability. The result is a consistently low-clarity presentation that fails to convey the intended machinery or scene.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not clearly depict a combine harvester, a sunlit wheat field, or the described tracking shot. The visible content appears more like generic industrial machinery in an indoor or covered setting, with no convincing outdoor lighting or expansive field context. Consequently, the core narrative and visual cues from the prompt are not realized.\n\nPhysical/Common-sense Consistency:\nThe content shows some plausible mechanical elements, but the overall context is inconsistent with the described agricultural operation. The indoor/covered setting contradicts the open-field harvesting scenario, and the lack of outdoor cues undermines common-sense expectations for such a scene. While basic mechanical plausibility exists, the environmental and contextual coherence is weak.\n\nOverall assessment:\nThe video exhibits severe deficiencies in visual quality and text-to-video alignment, with only limited, ambiguous physical-consistency cues. The result is a disjointed representation that does not faithfully reflect the intended agricultural machinery scenario.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 1.2265625,
+                    "TA": 1.015625,
+                    "MQ": 1.0390625,
+                    "Overall": 3.28125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic low-angle tracking shot of a massive combine harvester operating in a sun-drenched wheat field, with specific visual elements like fading crimson paint, dust, a wide rotating reel, a long articulated nozzle, and a cascade of golden wheat kernels. The scene is intended to convey powerful mechanical action and a cinematic agricultural setting.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is severely degraded. The imagery is extremely blurry and out of focus, with pervasive artifacts and heavy compression that obscure details. Color bleeding and banding are evident, and there is noticeable frame-to-frame instability. The result is a consistently low-clarity presentation that fails to convey the intended machinery or scene.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not clearly depict a combine harvester, a sunlit wheat field, or the described tracking shot. The visible content appears more like generic industrial machinery in an indoor or covered setting, with no convincing outdoor lighting or expansive field context. Consequently, the core narrative and visual cues from the prompt are not realized.\n\nPhysical/Common-sense Consistency:\nThe content shows some plausible mechanical elements, but the overall context is inconsistent with the described agricultural operation. The indoor/covered setting contradicts the open-field harvesting scenario, and the lack of outdoor cues undermines common-sense expectations for such a scene. While basic mechanical plausibility exists, the environmental and contextual coherence is weak.\n\nOverall assessment:\nThe video exhibits severe deficiencies in visual quality and text-to-video alignment, with only limited, ambiguous physical-consistency cues. The result is a disjointed representation that does not faithfully reflect the intended agricultural machinery scenario.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2"
+        ]
+    },
+    {
+        "prompt": "dramatic low-angle tracking shot moves alongside a massive combine harvester, its crimson paint slightly faded and coated in a thin layer of dust, highlighting its powerful, relentless advance. The camera synchronizes with the machine, steadily and deliberately moving across a vast, sun-drenched wheat field stretching to a hazy, distant horizon. In front, a wide, rotating reel methodically gathers tall, golden stalks and pulls them into the machine's maw. The main action unfolds from a long, articulated nozzle extending from the side of the harvester, from which a dense, uninterrupted stream of golden wheat kernels cascades down in a shimmering, liquid mass. Each grain catches the brilliant, low-hanging afternoon sun, creating a shimmering waterfall of pure gold against the clear, deep blue sky. The air is filled with floating husks and dust, all illuminated by warm golden hour light, casting long, dramatic shadows on the sharp, bristly stubble left in the harvester's wake, creating an atmosphere of powerful yet serene agricultural abundance and mechanical power.",
+        "seed": 24510,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_15/index_6856_seed_24510_dp_30_rank_60_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.15625,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.046875,
+        "video_score2_overall": 3.21875,
+        "avg": 3.21875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dramatic low-angle tracking shot moves alongside a massive combine harvester, its crimson paint slightly faded and coated in a thin layer of dust, highlighting its powerful, relentless advance. The camera synchronizes with the machine, steadily and deliberately moving across a vast, sun-drenched wheat field stretching to a hazy, distant horizon. In front, a wide, rotating reel methodically gathers tall, golden stalks and pulls them into the machine's maw. The main action unfolds from a long, articulated nozzle extending from the side of the harvester, from which a dense, uninterrupted stream of golden wheat kernels cascades down in a shimmering, liquid mass. Each grain catches the brilliant, low-hanging afternoon sun, creating a shimmering waterfall of pure gold against the clear, deep blue sky. The air is filled with floating husks and dust, all illuminated by warm golden hour light, casting long, dramatic shadows on the sharp, bristly stubble left in the harvester's wake, creating an atmosphere of powerful yet serene agricultural abundance and mechanical power.",
+                "token_credit_reward": 3.21875,
+                "selected_reward": 3.21875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic low-angle tracking shot featuring a massive combine harvester operating in a sun-drenched wheat field. It emphasizes the harvester's movement, the rotating reel, the flow of wheat, and the golden-hour lighting that creates a shimmering, liquid mass of wheat. The scene aims for a cinematic portrayal of agricultural machinery at work.\n\nVisual Quality Assessment:\nAcross the frames, the visual quality is severely degraded. The imagery is extremely blurred and pixelated, with heavy compression artifacts and color bleeding that obscure details. The resolution is very low, and there is little discernible texture or sharpness. Frame-to-frame stability is poor, with noticeable flicker and inconsistent rendering. Overall, the video presents a near unusable level of visual fidelity.\n\nText-to-Video Alignment Assessment:\nThere is a substantial mismatch between the prompt and what is shown. The frames do not clearly depict a combine harvester, a sunlit wheat field, or the described tracking shot. The visible elements resemble generic machinery components rather than the specified agricultural equipment, and the scene lacks the dramatic lighting and composition described. The result is a weak alignment with the original prompt.\n\nPhysical/Common-sense Consistency Assessment:\nDue to the severe degradation, assessing physical realism is unreliable. The visible components appear disconnected and do not form a coherent, plausible agricultural workflow. There is no convincing evidence of consistent motion, scale, or interaction typical of a working harvester, making it difficult to infer any meaningful physical behavior.\n\nScoring Rationale:\nGiven the ground-truth scores (Visual Quality = 1, Text-to-Video Alignment = 1, Physical Consistency = 1), the evaluation should reflect the lowest possible ratings across all dimensions. The video exhibits extreme degradation, minimal alignment with the prompt, and no credible physical coherence.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.15625,
+                    "TA": 1.015625,
+                    "MQ": 1.046875,
+                    "Overall": 3.21875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic low-angle tracking shot featuring a massive combine harvester operating in a sun-drenched wheat field. It emphasizes the harvester's movement, the rotating reel, the flow of wheat, and the golden-hour lighting that creates a shimmering, liquid mass of wheat. The scene aims for a cinematic portrayal of agricultural machinery at work.\n\nVisual Quality Assessment:\nAcross the frames, the visual quality is severely degraded. The imagery is extremely blurred and pixelated, with heavy compression artifacts and color bleeding that obscure details. The resolution is very low, and there is little discernible texture or sharpness. Frame-to-frame stability is poor, with noticeable flicker and inconsistent rendering. Overall, the video presents a near unusable level of visual fidelity.\n\nText-to-Video Alignment Assessment:\nThere is a substantial mismatch between the prompt and what is shown. The frames do not clearly depict a combine harvester, a sunlit wheat field, or the described tracking shot. The visible elements resemble generic machinery components rather than the specified agricultural equipment, and the scene lacks the dramatic lighting and composition described. The result is a weak alignment with the original prompt.\n\nPhysical/Common-sense Consistency Assessment:\nDue to the severe degradation, assessing physical realism is unreliable. The visible components appear disconnected and do not form a coherent, plausible agricultural workflow. There is no convincing evidence of consistent motion, scale, or interaction typical of a working harvester, making it difficult to infer any meaningful physical behavior.\n\nScoring Rationale:\nGiven the ground-truth scores (Visual Quality = 1, Text-to-Video Alignment = 1, Physical Consistency = 1), the evaluation should reflect the lowest possible ratings across all dimensions. The video exhibits extreme degradation, minimal alignment with the prompt, and no credible physical coherence.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "dramatic low-angle tracking shot moves alongside a massive combine harvester, its crimson paint slightly faded and coated in a thin layer of dust, highlighting its powerful, relentless advance. The camera synchronizes with the machine, steadily and deliberately moving across a vast, sun-drenched wheat field stretching to a hazy, distant horizon. In front, a wide, rotating reel methodically gathers tall, golden stalks and pulls them into the machine's maw. The main action unfolds from a long, articulated nozzle extending from the side of the harvester, from which a dense, uninterrupted stream of golden wheat kernels cascades down in a shimmering, liquid mass. Each grain catches the brilliant, low-hanging afternoon sun, creating a shimmering waterfall of pure gold against the clear, deep blue sky. The air is filled with floating husks and dust, all illuminated by warm golden hour light, casting long, dramatic shadows on the sharp, bristly stubble left in the harvester's wake, creating an atmosphere of powerful yet serene agricultural abundance and mechanical power.",
+        "seed": 24511,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_15/index_6856_seed_24511_dp_31_rank_62_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.3046875,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.0546875,
+        "video_score2_overall": 3.375,
+        "avg": 3.375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dramatic low-angle tracking shot moves alongside a massive combine harvester, its crimson paint slightly faded and coated in a thin layer of dust, highlighting its powerful, relentless advance. The camera synchronizes with the machine, steadily and deliberately moving across a vast, sun-drenched wheat field stretching to a hazy, distant horizon. In front, a wide, rotating reel methodically gathers tall, golden stalks and pulls them into the machine's maw. The main action unfolds from a long, articulated nozzle extending from the side of the harvester, from which a dense, uninterrupted stream of golden wheat kernels cascades down in a shimmering, liquid mass. Each grain catches the brilliant, low-hanging afternoon sun, creating a shimmering waterfall of pure gold against the clear, deep blue sky. The air is filled with floating husks and dust, all illuminated by warm golden hour light, casting long, dramatic shadows on the sharp, bristly stubble left in the harvester's wake, creating an atmosphere of powerful yet serene agricultural abundance and mechanical power.",
+                "token_credit_reward": 3.375,
+                "selected_reward": 3.375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic low-angle tracking shot featuring a massive combine harvester operating in a sun-drenched wheat field. It emphasizes the harvester's movement, the golden wheat stalks being gathered, the long articulated nozzle, and a cascade of golden wheat kernels under warm lighting. The scene aims for a vivid depiction of agricultural abundance and mechanical power.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are severely degraded. The resolution is very low, with heavy blur and pronounced compression artifacts that obscure details. Colors appear oversaturated and unnaturally saturated, and there is noticeable noise and grain. The imagery lacks crisp edges and fine texture, making it difficult to discern machinery or scene elements. Overall, the video presents a poor level of visual quality (score 1).\n\nText-to-Video Alignment Assessment:\nThere is a substantial mismatch between the prompt and what is shown. The frames do not clearly depict a combine harvester, a sunlit wheat field, or the described tracking shot. The visible content appears abstract and distorted, with no recognizable agricultural machinery or field context. Consequently, the alignment to the prompt is effectively non-existent (score 1).\n\nPhysical/Common-sense Consistency:\nDue to the severe degradation, assessing physical realism or common-sense coherence is not feasible. The imagery is too abstract and lacks identifiable objects or plausible interactions, so any evaluation of physical consistency remains at the lowest level (score 1).\n\nGround-truth scores:\nDim-1 Visual Quality: 1\nDim-2 Text-to-Video Alignment: 1\nDim-3 Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.3046875,
+                    "TA": 1.015625,
+                    "MQ": 1.0546875,
+                    "Overall": 3.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic low-angle tracking shot featuring a massive combine harvester operating in a sun-drenched wheat field. It emphasizes the harvester's movement, the golden wheat stalks being gathered, the long articulated nozzle, and a cascade of golden wheat kernels under warm lighting. The scene aims for a vivid depiction of agricultural abundance and mechanical power.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are severely degraded. The resolution is very low, with heavy blur and pronounced compression artifacts that obscure details. Colors appear oversaturated and unnaturally saturated, and there is noticeable noise and grain. The imagery lacks crisp edges and fine texture, making it difficult to discern machinery or scene elements. Overall, the video presents a poor level of visual quality (score 1).\n\nText-to-Video Alignment Assessment:\nThere is a substantial mismatch between the prompt and what is shown. The frames do not clearly depict a combine harvester, a sunlit wheat field, or the described tracking shot. The visible content appears abstract and distorted, with no recognizable agricultural machinery or field context. Consequently, the alignment to the prompt is effectively non-existent (score 1).\n\nPhysical/Common-sense Consistency:\nDue to the severe degradation, assessing physical realism or common-sense coherence is not feasible. The imagery is too abstract and lacks identifiable objects or plausible interactions, so any evaluation of physical consistency remains at the lowest level (score 1).\n\nGround-truth scores:\nDim-1 Visual Quality: 1\nDim-2 Text-to-Video Alignment: 1\nDim-3 Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "dramatic low-angle tracking shot moves alongside a massive combine harvester, its crimson paint slightly faded and coated in a thin layer of dust, highlighting its powerful, relentless advance. The camera synchronizes with the machine, steadily and deliberately moving across a vast, sun-drenched wheat field stretching to a hazy, distant horizon. In front, a wide, rotating reel methodically gathers tall, golden stalks and pulls them into the machine's maw. The main action unfolds from a long, articulated nozzle extending from the side of the harvester, from which a dense, uninterrupted stream of golden wheat kernels cascades down in a shimmering, liquid mass. Each grain catches the brilliant, low-hanging afternoon sun, creating a shimmering waterfall of pure gold against the clear, deep blue sky. The air is filled with floating husks and dust, all illuminated by warm golden hour light, casting long, dramatic shadows on the sharp, bristly stubble left in the harvester's wake, creating an atmosphere of powerful yet serene agricultural abundance and mechanical power.",
+        "seed": 24512,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_15/index_6856_seed_24512_dp_31_rank_62_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 15,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.1875,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0234375,
+        "video_score2_overall": 3.21875,
+        "avg": 3.21875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "dramatic low-angle tracking shot moves alongside a massive combine harvester, its crimson paint slightly faded and coated in a thin layer of dust, highlighting its powerful, relentless advance. The camera synchronizes with the machine, steadily and deliberately moving across a vast, sun-drenched wheat field stretching to a hazy, distant horizon. In front, a wide, rotating reel methodically gathers tall, golden stalks and pulls them into the machine's maw. The main action unfolds from a long, articulated nozzle extending from the side of the harvester, from which a dense, uninterrupted stream of golden wheat kernels cascades down in a shimmering, liquid mass. Each grain catches the brilliant, low-hanging afternoon sun, creating a shimmering waterfall of pure gold against the clear, deep blue sky. The air is filled with floating husks and dust, all illuminated by warm golden hour light, casting long, dramatic shadows on the sharp, bristly stubble left in the harvester's wake, creating an atmosphere of powerful yet serene agricultural abundance and mechanical power.",
+                "token_credit_reward": 3.21875,
+                "selected_reward": 3.21875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic low-angle tracking shot of a massive combine harvester operating in a sun-drenched wheat field, with specific visual elements like fading crimson paint, dust, a wide rotating reel, a long articulated nozzle, and a cascade of golden wheat kernels. The scene is intended to convey mechanical power and agricultural abundance under warm lighting.\n\nVisual Quality Assessment:\nAcross the frames, the visual quality is severely degraded. The resolution is very low, with heavy pixelation and pervasive compression artifacts. Colors appear oversaturated and muddy, and there is noticeable noise and grain throughout. Fine details are indistinct, and overall clarity is poor. The sequence remains largely static with minimal motion cues, contributing to a flat presentation. Overall, the video exhibits critical deficiencies in visual fidelity that render it difficult to interpret the intended content.\n\nText-to-Video Alignment Assessment:\nThere is essentially no meaningful alignment with the prompt. The frames do not clearly depict a combine harvester or any of the described components (wide rotating reel, articulated nozzle, cascading wheat). Instead, the imagery centers on abstract, colorful patterns with no coherent mechanical form, making it impossible to identify the promised subject or actions. The result is a near-complete mismatch between the textual description and the visual content.\n\nPhysical/Common-sense Consistency:\nThe visuals lack plausible physical structure or real-world coherence. The shapes and color distributions do not correspond to any recognizable machinery or agricultural equipment, and there is no consistent physical behavior or interaction that could be evaluated. The scene fails to demonstrate basic common-sense expectations for the described scenario.\n\nGround-truth scores:\nDim-1 Visual Quality: 1\nDim-2 Text-to-Video Alignment: 1\nDim-3 Physical Consistency: 1\n</think>\n\n(1) visual quality - clarity, smoothness, artifacts: 1\n(2) text-to-video alignment - fidelity to the prompt: 1\n(3) physical/common-sense consistency - naturalness and physics plausibility: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.1875,
+                    "TA": 1.0078125,
+                    "MQ": 1.0234375,
+                    "Overall": 3.21875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a dramatic low-angle tracking shot of a massive combine harvester operating in a sun-drenched wheat field, with specific visual elements like fading crimson paint, dust, a wide rotating reel, a long articulated nozzle, and a cascade of golden wheat kernels. The scene is intended to convey mechanical power and agricultural abundance under warm lighting.\n\nVisual Quality Assessment:\nAcross the frames, the visual quality is severely degraded. The resolution is very low, with heavy pixelation and pervasive compression artifacts. Colors appear oversaturated and muddy, and there is noticeable noise and grain throughout. Fine details are indistinct, and overall clarity is poor. The sequence remains largely static with minimal motion cues, contributing to a flat presentation. Overall, the video exhibits critical deficiencies in visual fidelity that render it difficult to interpret the intended content.\n\nText-to-Video Alignment Assessment:\nThere is essentially no meaningful alignment with the prompt. The frames do not clearly depict a combine harvester or any of the described components (wide rotating reel, articulated nozzle, cascading wheat). Instead, the imagery centers on abstract, colorful patterns with no coherent mechanical form, making it impossible to identify the promised subject or actions. The result is a near-complete mismatch between the textual description and the visual content.\n\nPhysical/Common-sense Consistency:\nThe visuals lack plausible physical structure or real-world coherence. The shapes and color distributions do not correspond to any recognizable machinery or agricultural equipment, and there is no consistent physical behavior or interaction that could be evaluated. The scene fails to demonstrate basic common-sense expectations for the described scenario.\n\nGround-truth scores:\nDim-1 Visual Quality: 1\nDim-2 Text-to-Video Alignment: 1\nDim-3 Physical Consistency: 1\n</think>\n\n(1) visual quality - clarity, smoothness, artifacts: 1\n(2) text-to-video alignment - fidelity to the prompt: 1\n(3) physical/common-sense consistency - naturalness and physics plausibility: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_2/index_tensor([199, 199])_group_2_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_2/index_tensor([199, 199])_group_2_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..d80551d8d399e7f09b8c8a06563a9cfc8b3434ff
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_2/index_tensor([199, 199])_group_2_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "static, extreme macro shot, captured from a slightly elevated angle, captures a freshly made golden-brown ring-shaped doughnut, resting on a dark, rustic wooden surface, its porous, cake-like texture visible around the edges. The doughnut's surface is thickly coated with a translucent, sugary glaze, which currently possesses a damp, mirror-like sheen, reflecting warm, soft light from a single, directional light source. The camera remains steady as a mesmerizing transformation rapidly unfolds: the liquid glaze begins to harden, and a delicate, crystalline frosting begins to spread from the edges inward onto the smooth surface. This process visibly alters the texture, with the smooth, liquid sheen quickly giving way to a matte, slightly opaque finish. Hardening accelerates, forming a robust, intricate network of tiny sugar crystals that catch the light, creating a delicate, shimmering crust across the entire doughnut. The warm tones, dominated by the golden doughnut and the creamy glaze against the dark wood, combined with the shallow depth of field, create an atmosphere of intense focus, mouth-watering, and satisfying beauty, celebrating the simple beauty of a classic masterpiece.",
+        "seed": 15934,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_2/index_199_seed_15934_dp_4_rank_8_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.234375,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.0703125,
+        "video_score2_overall": 3.3125,
+        "avg": 3.3203125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, extreme macro shot, captured from a slightly elevated angle, captures a freshly made golden-brown ring-shaped doughnut, resting on a dark, rustic wooden surface, its porous, cake-like texture visible around the edges. The doughnut's surface is thickly coated with a translucent, sugary glaze, which currently possesses a damp, mirror-like sheen, reflecting warm, soft light from a single, directional light source. The camera remains steady as a mesmerizing transformation rapidly unfolds: the liquid glaze begins to harden, and a delicate, crystalline frosting begins to spread from the edges inward onto the smooth surface. This process visibly alters the texture, with the smooth, liquid sheen quickly giving way to a matte, slightly opaque finish. Hardening accelerates, forming a robust, intricate network of tiny sugar crystals that catch the light, creating a delicate, shimmering crust across the entire doughnut. The warm tones, dominated by the golden doughnut and the creamy glaze against the dark wood, combined with the shallow depth of field, create an atmosphere of intense focus, mouth-watering, and satisfying beauty, celebrating the simple beauty of a classic masterpiece.",
+                "token_credit_reward": 3.3125,
+                "selected_reward": 3.3125,
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+                "top_frames": [
+                    1,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a static, extreme macro shot from a slightly elevated angle capturing a freshly made golden-brown ring-shaped doughnut resting on a dark, rustic wooden surface. It envisions a sequence where a translucent, sugary glaze hardens and a delicate crystalline frosting spreads from the edges, transforming the surface from glossy to matte, with a final shimmering crust and warm tones.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The resolution is very low, with heavy blur and pronounced pixelation that obscure details. Color bleeding and compression artifacts are evident, and lighting appears inconsistent, contributing to a washed-out or muddy appearance. Frame-to-frame stability is poor, with noticeable jitter and abrupt transitions. Overall, the video presents a consistently low-quality rendering with substantial clarity issues throughout.\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and what is shown. The frames do not clearly depict a ring-shaped doughnut on a dark wooden surface; instead, the subject is not identifiable due to the severe degradation. The described transformation (glaze hardening, crystalline frosting spreading, and a glossy-to-matte transition) is not observable in the footage. The lighting and surface characteristics do not convincingly match the prompt, resulting in essentially no meaningful alignment between text and video.\n\nPhysical/Common-sense Consistency:\nBecause the visuals are so degraded, assessing physical realism or common-sense coherence is not feasible. There is no reliable evidence of plausible material behavior, lighting interactions, or surface dynamics, making any claim about physical consistency untenable given the available data.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.234375,
+                    "TA": 1.015625,
+                    "MQ": 1.0703125,
+                    "Overall": 3.3125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a static, extreme macro shot from a slightly elevated angle capturing a freshly made golden-brown ring-shaped doughnut resting on a dark, rustic wooden surface. It envisions a sequence where a translucent, sugary glaze hardens and a delicate crystalline frosting spreads from the edges, transforming the surface from glossy to matte, with a final shimmering crust and warm tones.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The resolution is very low, with heavy blur and pronounced pixelation that obscure details. Color bleeding and compression artifacts are evident, and lighting appears inconsistent, contributing to a washed-out or muddy appearance. Frame-to-frame stability is poor, with noticeable jitter and abrupt transitions. Overall, the video presents a consistently low-quality rendering with substantial clarity issues throughout.\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and what is shown. The frames do not clearly depict a ring-shaped doughnut on a dark wooden surface; instead, the subject is not identifiable due to the severe degradation. The described transformation (glaze hardening, crystalline frosting spreading, and a glossy-to-matte transition) is not observable in the footage. The lighting and surface characteristics do not convincingly match the prompt, resulting in essentially no meaningful alignment between text and video.\n\nPhysical/Common-sense Consistency:\nBecause the visuals are so degraded, assessing physical realism or common-sense coherence is not feasible. There is no reliable evidence of plausible material behavior, lighting interactions, or surface dynamics, making any claim about physical consistency untenable given the available data.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static, extreme macro shot, captured from a slightly elevated angle, captures a freshly made golden-brown ring-shaped doughnut, resting on a dark, rustic wooden surface, its porous, cake-like texture visible around the edges. The doughnut's surface is thickly coated with a translucent, sugary glaze, which currently possesses a damp, mirror-like sheen, reflecting warm, soft light from a single, directional light source. The camera remains steady as a mesmerizing transformation rapidly unfolds: the liquid glaze begins to harden, and a delicate, crystalline frosting begins to spread from the edges inward onto the smooth surface. This process visibly alters the texture, with the smooth, liquid sheen quickly giving way to a matte, slightly opaque finish. Hardening accelerates, forming a robust, intricate network of tiny sugar crystals that catch the light, creating a delicate, shimmering crust across the entire doughnut. The warm tones, dominated by the golden doughnut and the creamy glaze against the dark wood, combined with the shallow depth of field, create an atmosphere of intense focus, mouth-watering, and satisfying beauty, celebrating the simple beauty of a classic masterpiece.",
+        "seed": 15935,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_2/index_199_seed_15935_dp_4_rank_8_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.1484375,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.03125,
+        "video_score2_overall": 3.1875,
+        "avg": 3.1953125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, extreme macro shot, captured from a slightly elevated angle, captures a freshly made golden-brown ring-shaped doughnut, resting on a dark, rustic wooden surface, its porous, cake-like texture visible around the edges. The doughnut's surface is thickly coated with a translucent, sugary glaze, which currently possesses a damp, mirror-like sheen, reflecting warm, soft light from a single, directional light source. The camera remains steady as a mesmerizing transformation rapidly unfolds: the liquid glaze begins to harden, and a delicate, crystalline frosting begins to spread from the edges inward onto the smooth surface. This process visibly alters the texture, with the smooth, liquid sheen quickly giving way to a matte, slightly opaque finish. Hardening accelerates, forming a robust, intricate network of tiny sugar crystals that catch the light, creating a delicate, shimmering crust across the entire doughnut. The warm tones, dominated by the golden doughnut and the creamy glaze against the dark wood, combined with the shallow depth of field, create an atmosphere of intense focus, mouth-watering, and satisfying beauty, celebrating the simple beauty of a classic masterpiece.",
+                "token_credit_reward": 3.1875,
+                "selected_reward": 3.1875,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A static, extreme macro shot\n- Captured from a slightly elevated angle\n- A freshly made golden-brown ring-shaped doughnut\n- Resting on a dark, rustic wooden surface\n- Porous, cake-like texture visible around the edges\n- Thickly coated with translucent, sugary glaze\n- Glaze has damp, mirror-like sheen\n- Warm, soft light from a single, directional light source\n- Camera remains steady\n- Mesmerizing transformation rapidly unfolds\n- Liquid glaze begins to harden\n- Delicate, crystalline frosting begins to spread from edges inward\n- Smooth surface becomes matte, slightly opaque finish\n- Hardening accelerates, forming network of tiny sugar crystals\n- Shimmering crust across the entire doughnut\n- Warm tones with golden doughnut and creamy glaze against dark wood\n- Shallow depth of field\n- Atmosphere of intense focus, mouth-watering, satisfying beauty\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation and heavy compression artifacts, with color bleeding and pronounced noise that obscure details. The resolution is insufficient to resolve basic shapes, and the imagery reads as abstract rather than a coherent food scene. There is no clear subject or focal point, and the sequence does not convey a convincing macro shot of a doughnut. In short, the video fails to deliver usable visual information.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not depict a doughnut, glaze, or any of the described culinary transformation. Instead, they present an indistinct, noisy texture with no recognizable food item or surface, resulting in a complete mismatch between the requested content and the actual visuals.\n\nPhysical/Common-sense Consistency:\nWith no identifiable objects or plausible physical interactions, there is no basis to assess physical realism or common-sense behavior. The content cannot be interpreted as a real-world scene, and any evaluation of consistency is not feasible.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.1484375,
+                    "TA": 1.015625,
+                    "MQ": 1.03125,
+                    "Overall": 3.1875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A static, extreme macro shot\n- Captured from a slightly elevated angle\n- A freshly made golden-brown ring-shaped doughnut\n- Resting on a dark, rustic wooden surface\n- Porous, cake-like texture visible around the edges\n- Thickly coated with translucent, sugary glaze\n- Glaze has damp, mirror-like sheen\n- Warm, soft light from a single, directional light source\n- Camera remains steady\n- Mesmerizing transformation rapidly unfolds\n- Liquid glaze begins to harden\n- Delicate, crystalline frosting begins to spread from edges inward\n- Smooth surface becomes matte, slightly opaque finish\n- Hardening accelerates, forming network of tiny sugar crystals\n- Shimmering crust across the entire doughnut\n- Warm tones with golden doughnut and creamy glaze against dark wood\n- Shallow depth of field\n- Atmosphere of intense focus, mouth-watering, satisfying beauty\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation and heavy compression artifacts, with color bleeding and pronounced noise that obscure details. The resolution is insufficient to resolve basic shapes, and the imagery reads as abstract rather than a coherent food scene. There is no clear subject or focal point, and the sequence does not convey a convincing macro shot of a doughnut. In short, the video fails to deliver usable visual information.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not depict a doughnut, glaze, or any of the described culinary transformation. Instead, they present an indistinct, noisy texture with no recognizable food item or surface, resulting in a complete mismatch between the requested content and the actual visuals.\n\nPhysical/Common-sense Consistency:\nWith no identifiable objects or plausible physical interactions, there is no basis to assess physical realism or common-sense behavior. The content cannot be interpreted as a real-world scene, and any evaluation of consistency is not feasible.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a static, extreme macro shot of a freshly made golden-brown ring-shaped doughnut resting on a dark, rustic wooden surface, with a detailed description of the doughnut's appearance, texture, glaze, and a transformation process where the glaze hardens and a crystalline frosting spreads across the surface. The final scene should convey an atmosphere of intense focus, mouth-watering, and satisfying beauty.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is severely degraded. The footage is extremely blurry and out of focus, with pronounced pixelation and heavy compression artifacts. Colors appear washed out and desaturated, and there is noticeable noise throughout. The result is a consistently low-clarity presentation that obscures fine details and makes it impossible to discern the doughnut’s surface features, glaze, or texture. The sequence lacks sharpness and definable structure, indicating substantial technical limitations rather than intentional artistic choice.\n\nText-to-Video Alignment Analysis:\nThere is a clear misalignment between the prompt and the actual video content. The prompt calls for a static, extreme macro shot of a golden-brown ring-shaped doughnut on a dark wooden surface with a detailed glaze transformation; however, the frames do not clearly reveal a doughnut shape, a wooden surface, or any discernible glaze hardening or frosting progression. The extreme blur and lack of definable elements prevent faithful representation of the described scene, resulting in a poor alignment score.\n\nPhysical Consistency (Common-sense):\nFrom a basic physical standpoint, the scene does not present obvious violations of common-sense expectations given the extreme degradation. However, due to the absence of recognizable objects and textures, assessing material properties or realistic transformations is not feasible. The video does not demonstrate convincing physical realism, but the extent of degradation prevents a definitive assessment beyond noting the lack of coherent physical cues.\n\nOverall assessment:\nThe video exhibits severe visual quality issues and a notable mismatch with the textual prompt, while maintaining only minimal coherence in terms of basic physical plausibility. The combination yields a low overall evaluation across the three dimensions.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 1.3359375,
+                    "TA": 1.0234375,
+                    "MQ": 1.09375,
+                    "Overall": 3.453125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a static, extreme macro shot of a freshly made golden-brown ring-shaped doughnut resting on a dark, rustic wooden surface, with a detailed description of the doughnut's appearance, texture, glaze, and a transformation process where the glaze hardens and a crystalline frosting spreads across the surface. The final scene should convey an atmosphere of intense focus, mouth-watering, and satisfying beauty.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is severely degraded. The footage is extremely blurry and out of focus, with pronounced pixelation and heavy compression artifacts. Colors appear washed out and desaturated, and there is noticeable noise throughout. The result is a consistently low-clarity presentation that obscures fine details and makes it impossible to discern the doughnut’s surface features, glaze, or texture. The sequence lacks sharpness and definable structure, indicating substantial technical limitations rather than intentional artistic choice.\n\nText-to-Video Alignment Analysis:\nThere is a clear misalignment between the prompt and the actual video content. The prompt calls for a static, extreme macro shot of a golden-brown ring-shaped doughnut on a dark wooden surface with a detailed glaze transformation; however, the frames do not clearly reveal a doughnut shape, a wooden surface, or any discernible glaze hardening or frosting progression. The extreme blur and lack of definable elements prevent faithful representation of the described scene, resulting in a poor alignment score.\n\nPhysical Consistency (Common-sense):\nFrom a basic physical standpoint, the scene does not present obvious violations of common-sense expectations given the extreme degradation. However, due to the absence of recognizable objects and textures, assessing material properties or realistic transformations is not feasible. The video does not demonstrate convincing physical realism, but the extent of degradation prevents a definitive assessment beyond noting the lack of coherent physical cues.\n\nOverall assessment:\nThe video exhibits severe visual quality issues and a notable mismatch with the textual prompt, while maintaining only minimal coherence in terms of basic physical plausibility. The combination yields a low overall evaluation across the three dimensions.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2"
+        ]
+    },
+    {
+        "prompt": "static, extreme macro shot, captured from a slightly elevated angle, captures a freshly made golden-brown ring-shaped doughnut, resting on a dark, rustic wooden surface, its porous, cake-like texture visible around the edges. The doughnut's surface is thickly coated with a translucent, sugary glaze, which currently possesses a damp, mirror-like sheen, reflecting warm, soft light from a single, directional light source. The camera remains steady as a mesmerizing transformation rapidly unfolds: the liquid glaze begins to harden, and a delicate, crystalline frosting begins to spread from the edges inward onto the smooth surface. This process visibly alters the texture, with the smooth, liquid sheen quickly giving way to a matte, slightly opaque finish. Hardening accelerates, forming a robust, intricate network of tiny sugar crystals that catch the light, creating a delicate, shimmering crust across the entire doughnut. The warm tones, dominated by the golden doughnut and the creamy glaze against the dark wood, combined with the shallow depth of field, create an atmosphere of intense focus, mouth-watering, and satisfying beauty, celebrating the simple beauty of a classic masterpiece.",
+        "seed": 15937,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_2/index_199_seed_15937_dp_5_rank_10_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 2,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.3359375,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.0625,
+        "video_score2_overall": 3.40625,
+        "avg": 3.4140625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, extreme macro shot, captured from a slightly elevated angle, captures a freshly made golden-brown ring-shaped doughnut, resting on a dark, rustic wooden surface, its porous, cake-like texture visible around the edges. The doughnut's surface is thickly coated with a translucent, sugary glaze, which currently possesses a damp, mirror-like sheen, reflecting warm, soft light from a single, directional light source. The camera remains steady as a mesmerizing transformation rapidly unfolds: the liquid glaze begins to harden, and a delicate, crystalline frosting begins to spread from the edges inward onto the smooth surface. This process visibly alters the texture, with the smooth, liquid sheen quickly giving way to a matte, slightly opaque finish. Hardening accelerates, forming a robust, intricate network of tiny sugar crystals that catch the light, creating a delicate, shimmering crust across the entire doughnut. The warm tones, dominated by the golden doughnut and the creamy glaze against the dark wood, combined with the shallow depth of field, create an atmosphere of intense focus, mouth-watering, and satisfying beauty, celebrating the simple beauty of a classic masterpiece.",
+                "token_credit_reward": 3.40625,
+                "selected_reward": 3.40625,
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
+                    1,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a static, extreme macro shot from a slightly elevated angle capturing a freshly made golden-brown ring-shaped doughnut resting on a dark, rustic wooden surface. It specifies a thick translucent glaze with a damp, mirror-like sheen, warm directional lighting, a steady camera, and a mesmerizing transformation where the glaze hardens and a crystalline frosting spreads from the edges. In the final stages, a delicate shimmering crust forms as the texture shifts toward a matte, slightly opaque finish.\n\nVisual Quality Analysis:\nAcross the frames, the footage shows extreme blur and low resolution with noticeable pixelation. The image lacks sharpness and fine detail, making it difficult to discern the doughnut or surface textures. Lighting appears inconsistent and somewhat artificial, contributing to an overall poor visual presentation. The sequence does not reveal clear progression or meaningful detail due to the pervasive blur, resulting in a very low visual quality assessment.\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and what is depicted. The frames do not clearly show a ring-shaped doughnut, a dark wooden surface, or the described glaze hardening and frosting spread. The extreme blur obscures key elements, preventing reliable verification of the described transformation. Overall, the alignment to the prompt is effectively minimal.\n\nPhysical/Common-sense Consistency:\nBecause essential details are not observable, assessing physical realism or common-sense consistency is not feasible. The lack of discernible texture, surface dynamics, or material properties prevents any credible evaluation of how the doughnut would realistically behave during the described process. Consequently, the overall physical consistency is rated at the lowest level.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.3359375,
+                    "TA": 1.015625,
+                    "MQ": 1.0625,
+                    "Overall": 3.40625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt carefully.\n\nText Prompt Analysis:\nThe prompt describes a static, extreme macro shot from a slightly elevated angle capturing a freshly made golden-brown ring-shaped doughnut resting on a dark, rustic wooden surface. It specifies a thick translucent glaze with a damp, mirror-like sheen, warm directional lighting, a steady camera, and a mesmerizing transformation where the glaze hardens and a crystalline frosting spreads from the edges. In the final stages, a delicate shimmering crust forms as the texture shifts toward a matte, slightly opaque finish.\n\nVisual Quality Analysis:\nAcross the frames, the footage shows extreme blur and low resolution with noticeable pixelation. The image lacks sharpness and fine detail, making it difficult to discern the doughnut or surface textures. Lighting appears inconsistent and somewhat artificial, contributing to an overall poor visual presentation. The sequence does not reveal clear progression or meaningful detail due to the pervasive blur, resulting in a very low visual quality assessment.\n\nText-to-Video Alignment Analysis:\nThere is a substantial mismatch between the prompt and what is depicted. The frames do not clearly show a ring-shaped doughnut, a dark wooden surface, or the described glaze hardening and frosting spread. The extreme blur obscures key elements, preventing reliable verification of the described transformation. Overall, the alignment to the prompt is effectively minimal.\n\nPhysical/Common-sense Consistency:\nBecause essential details are not observable, assessing physical realism or common-sense consistency is not feasible. The lack of discernible texture, surface dynamics, or material properties prevents any credible evaluation of how the doughnut would realistically behave during the described process. Consequently, the overall physical consistency is rated at the lowest level.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_3/index_tensor([5746, 5746])_group_3_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_3/index_tensor([5746, 5746])_group_3_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..d619056194637dcd16fd36fc5146352b14cf6e1c
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_3/index_tensor([5746, 5746])_group_3_rewards.json	
@@ -0,0 +1,10210 @@
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, high-angle close-up captures a partially filled, clear plastic water bottle\n- Bottle is lying on its side on a smooth, dark, polished granite kitchen countertop\n- Bottle's plastic is slightly wrinkled from use\n- Ridges around the bottle catch the single, cool-toned overhead light, creating subtle highlights\n- A deep, low-frequency vibration momentarily disrupts the scene, causing the bottle to roll slightly\n- Water begins to trickle steadily and deliberately from the unscrewed blue plastic cap\n- Water falls onto the dark surface below, forming a small, amoebic puddle\n- Edges silently and slowly spreading outward\n- Camera tilts down almost imperceptibly, following the bright, sharp flickers of the overhead light\n- Dancing across the wet, expanding surface of the growing puddle\n- Creating a tense and detailed atmosphere\n\nNow let me examine the frames:\n\nLooking at the frames, they appear to be extremely blurry, distorted, and abstract. The images show blue and green color tones with some striped or banded patterns. There's no clear indication of a water bottle, countertop, or any of the specific elements described in the prompt. The images look more like heavily distorted abstract patterns rather than any recognizable objects or scenes.\n\nVisual Quality Analysis:\nThe visual quality is severely degraded. The frames are extremely blurry, with heavy distortion and artifacts that obscure any meaningful content. There is no discernible subject or scene, and the overall image quality is so poor that it fails to convey any recognizable information. This results in a very low score for visual quality (1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the video content. The prompt describes a precise setup (a water bottle on a granite countertop with lighting and motion cues), but the frames do not reveal any of these elements. The video appears as abstract, incoherent imagery, making it impossible to map the requested content to the visuals. This constitutes a complete failure in text-to-video alignment (score 1).\n\nPhysical/Common-sense Consistency:\nGiven the absence of recognizable objects or scenes, there is no basis to assess physical realism or common-sense behavior. The content does not provide any plausible physical interactions or dynamics, resulting in a lack of demonstrable physical consistency (score 1).\n\nOverall assessment:\nThe video exhibits severe degradation across all three dimensions, with no meaningful correspondence to the prompt and no observable physical coherence.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.125,
+                    "TA": 1.0,
+                    "MQ": 1.015625,
+                    "Overall": 3.140625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, high-angle close-up captures a partially filled, clear plastic water bottle\n- Bottle is lying on its side on a smooth, dark, polished granite kitchen countertop\n- Bottle's plastic is slightly wrinkled from use\n- Ridges around the bottle catch the single, cool-toned overhead light, creating subtle highlights\n- A deep, low-frequency vibration momentarily disrupts the scene, causing the bottle to roll slightly\n- Water begins to trickle steadily and deliberately from the unscrewed blue plastic cap\n- Water falls onto the dark surface below, forming a small, amoebic puddle\n- Edges silently and slowly spreading outward\n- Camera tilts down almost imperceptibly, following the bright, sharp flickers of the overhead light\n- Dancing across the wet, expanding surface of the growing puddle\n- Creating a tense and detailed atmosphere\n\nNow let me examine the frames:\n\nLooking at the frames, they appear to be extremely blurry, distorted, and abstract. The images show blue and green color tones with some striped or banded patterns. There's no clear indication of a water bottle, countertop, or any of the specific elements described in the prompt. The images look more like heavily distorted abstract patterns rather than any recognizable objects or scenes.\n\nVisual Quality Analysis:\nThe visual quality is severely degraded. The frames are extremely blurry, with heavy distortion and artifacts that obscure any meaningful content. There is no discernible subject or scene, and the overall image quality is so poor that it fails to convey any recognizable information. This results in a very low score for visual quality (1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the video content. The prompt describes a precise setup (a water bottle on a granite countertop with lighting and motion cues), but the frames do not reveal any of these elements. The video appears as abstract, incoherent imagery, making it impossible to map the requested content to the visuals. This constitutes a complete failure in text-to-video alignment (score 1).\n\nPhysical/Common-sense Consistency:\nGiven the absence of recognizable objects or scenes, there is no basis to assess physical realism or common-sense behavior. The content does not provide any plausible physical interactions or dynamics, resulting in a lack of demonstrable physical consistency (score 1).\n\nOverall assessment:\nThe video exhibits severe degradation across all three dimensions, with no meaningful correspondence to the prompt and no observable physical coherence.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static, high-angle close-up captures a partially filled, clear plastic water bottle, lying on its side on a smooth, dark, polished granite kitchen countertop. The bottle's plastic is slightly wrinkled from use, and the ridges around the bottle catch the single, cool-toned overhead light, creating subtle highlights. A deep, low-frequency vibration momentarily disrupts the scene, causing the bottle to roll slightly, in an almost imperceptible direction. With this new position, gravity takes over, and a thin, crystal-clear stream of water begins to trickle steadily and deliberately from the unscrewed blue plastic cap. The water falls onto the dark surface below, forming a small, amoebic puddle, its edges silently and slowly spreading outward. The camera tilts down almost imperceptibly, following the bright, sharp flickers of the overhead light, dancing across the wet, expanding surface of the growing puddle, creating a tense and detailed atmosphere, the only sounds being the quiet dripping and the silent, unstoppable spread of water.",
+        "seed": 30688,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_3/index_5746_seed_30688_dp_6_rank_12_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 3,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.1015625,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.03125,
+        "video_score2_overall": 3.140625,
+        "avg": 3.140625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, high-angle close-up captures a partially filled, clear plastic water bottle, lying on its side on a smooth, dark, polished granite kitchen countertop. The bottle's plastic is slightly wrinkled from use, and the ridges around the bottle catch the single, cool-toned overhead light, creating subtle highlights. A deep, low-frequency vibration momentarily disrupts the scene, causing the bottle to roll slightly, in an almost imperceptible direction. With this new position, gravity takes over, and a thin, crystal-clear stream of water begins to trickle steadily and deliberately from the unscrewed blue plastic cap. The water falls onto the dark surface below, forming a small, amoebic puddle, its edges silently and slowly spreading outward. The camera tilts down almost imperceptibly, following the bright, sharp flickers of the overhead light, dancing across the wet, expanding surface of the growing puddle, creating a tense and detailed atmosphere, the only sounds being the quiet dripping and the silent, unstoppable spread of water.",
+                "token_credit_reward": 3.140625,
+                "selected_reward": 3.140625,
+                "frame_importance": [
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+                    0.4738808274269104
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, high-angle close-up captures a partially filled, clear plastic water bottle\n- Lying on its side on a smooth, dark, polished granite kitchen countertop\n- Bottle's plastic is slightly wrinkled from use\n- Ridges around the bottle catch the single, cool-toned overhead light, creating subtle highlights\n- A deep, low-frequency vibration momentarily disrupts the scene, causing the bottle to roll slightly\n- Water begins to trickle steadily and deliberately from the unscrewed blue plastic cap\n- Water falls onto the dark surface below, forming a small, amoebic puddle\n- Edges silently and slowly spreading outward\n- Camera tilts down almost imperceptibly, following the bright, sharp flickers of the overhead light\n- Dancing across the wet, expanding surface of the growing puddle\n- Creating a tense and detailed atmosphere\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme blur, heavy compression artifacts, and pronounced color distortions that obscure details. The imagery is dominated by blue/teal tones with noticeable noise and blockiness, making it impossible to discern objects or scene elements clearly. The result is a consistently low-fidelity presentation with little recoverable detail.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the described prompt. The frames do not reveal a water bottle, a granite countertop, a cap, or any of the specified lighting or motion cues. The content appears unrelated to the requested scenario, indicating a complete mismatch between the prompt and the video content.\n\nPhysical/Common-sense Consistency:\nBecause the visuals are so degraded, there is no basis to assess plausible physical interactions or common-sense behavior. No coherent physical dynamics can be inferred from the frames, and the scene cannot be interpreted as physically consistent with the described experiment.\n\nOverall assessment:\nAll three dimensions reflect severe deficiencies: visual quality is extremely poor, text-to-video alignment is effectively non-existent, and physical/common-sense consistency cannot be established.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.1015625,
+                    "TA": 1.0078125,
+                    "MQ": 1.03125,
+                    "Overall": 3.140625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, high-angle close-up captures a partially filled, clear plastic water bottle\n- Lying on its side on a smooth, dark, polished granite kitchen countertop\n- Bottle's plastic is slightly wrinkled from use\n- Ridges around the bottle catch the single, cool-toned overhead light, creating subtle highlights\n- A deep, low-frequency vibration momentarily disrupts the scene, causing the bottle to roll slightly\n- Water begins to trickle steadily and deliberately from the unscrewed blue plastic cap\n- Water falls onto the dark surface below, forming a small, amoebic puddle\n- Edges silently and slowly spreading outward\n- Camera tilts down almost imperceptibly, following the bright, sharp flickers of the overhead light\n- Dancing across the wet, expanding surface of the growing puddle\n- Creating a tense and detailed atmosphere\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme blur, heavy compression artifacts, and pronounced color distortions that obscure details. The imagery is dominated by blue/teal tones with noticeable noise and blockiness, making it impossible to discern objects or scene elements clearly. The result is a consistently low-fidelity presentation with little recoverable detail.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the described prompt. The frames do not reveal a water bottle, a granite countertop, a cap, or any of the specified lighting or motion cues. The content appears unrelated to the requested scenario, indicating a complete mismatch between the prompt and the video content.\n\nPhysical/Common-sense Consistency:\nBecause the visuals are so degraded, there is no basis to assess plausible physical interactions or common-sense behavior. No coherent physical dynamics can be inferred from the frames, and the scene cannot be interpreted as physically consistent with the described experiment.\n\nOverall assessment:\nAll three dimensions reflect severe deficiencies: visual quality is extremely poor, text-to-video alignment is effectively non-existent, and physical/common-sense consistency cannot be established.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static, high-angle close-up captures a partially filled, clear plastic water bottle, lying on its side on a smooth, dark, polished granite kitchen countertop. The bottle's plastic is slightly wrinkled from use, and the ridges around the bottle catch the single, cool-toned overhead light, creating subtle highlights. A deep, low-frequency vibration momentarily disrupts the scene, causing the bottle to roll slightly, in an almost imperceptible direction. With this new position, gravity takes over, and a thin, crystal-clear stream of water begins to trickle steadily and deliberately from the unscrewed blue plastic cap. The water falls onto the dark surface below, forming a small, amoebic puddle, its edges silently and slowly spreading outward. The camera tilts down almost imperceptibly, following the bright, sharp flickers of the overhead light, dancing across the wet, expanding surface of the growing puddle, creating a tense and detailed atmosphere, the only sounds being the quiet dripping and the silent, unstoppable spread of water.",
+        "seed": 30689,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_3/index_5746_seed_30689_dp_7_rank_14_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 3,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0234375,
+        "video_score2_overall": 3.15625,
+        "avg": 3.15625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, high-angle close-up captures a partially filled, clear plastic water bottle, lying on its side on a smooth, dark, polished granite kitchen countertop. The bottle's plastic is slightly wrinkled from use, and the ridges around the bottle catch the single, cool-toned overhead light, creating subtle highlights. A deep, low-frequency vibration momentarily disrupts the scene, causing the bottle to roll slightly, in an almost imperceptible direction. With this new position, gravity takes over, and a thin, crystal-clear stream of water begins to trickle steadily and deliberately from the unscrewed blue plastic cap. The water falls onto the dark surface below, forming a small, amoebic puddle, its edges silently and slowly spreading outward. The camera tilts down almost imperceptibly, following the bright, sharp flickers of the overhead light, dancing across the wet, expanding surface of the growing puddle, creating a tense and detailed atmosphere, the only sounds being the quiet dripping and the silent, unstoppable spread of water.",
+                "token_credit_reward": 3.15625,
+                "selected_reward": 3.15625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, high-angle close-up captures a partially filled, clear plastic water bottle\n- Lying on its side on a smooth, dark, polished granite kitchen countertop\n- Bottle's plastic is slightly wrinkled from use\n- Ridges around the bottle catch the single, cool-toned overhead light, creating subtle highlights\n- A deep, low-frequency vibration momentarily disrupts the scene, causing the bottle to roll slightly\n- In an almost imperceptible direction\n- With this new position, gravity takes over\n- Thin, crystal-clear stream of water begins to trickle steadily and deliberately from the unscrewed blue plastic cap\n- Water falls onto the dark surface below, forming a small, amoebic puddle\n- Edges silently and slowly spreading outward\n- Camera tilts down almost imperceptibly\n- Following the bright, sharp flickers of the overhead light\n- Dancing across the wet, expanding surface of the growing puddle\n- Creating a tense and detailed atmosphere\n- Only sounds being the quiet dripping and the silent, unstoppable spread of water\n\nNow let me examine the frames:\n\nLooking at the frames, I can see:\n- The images appear to be extremely blurry and distorted\n- There are blue and white/light colored areas that seem to be moving or shifting\n- The overall image quality is very poor with significant pixelation and distortion\n- It's difficult to make out any specific objects or details clearly\n- The frames show some kind of pattern or texture but it's heavily corrupted\n- There appears to be some kind of grid-like or mesh-like pattern visible\n- The images have a very abstract, unclear appearance\n\nVisual Quality Analysis:\nThe visual quality is severely degraded. The frames are extremely blurry with heavy pixelation and distortions, making it impossible to identify objects or scenes. The content is effectively uninterpretable due to extreme degradation, resulting in a score of 1.\n\nText-to-Video Alignment Analysis:\nThe prompt describes a precise setup (a water bottle on a granite counter with a sequence of actions). The actual frames do not reveal any recognizable bottle, counter, or water flow; the visuals are too abstract to map to the described scenario. This constitutes a complete mismatch between prompt and video, yielding a score of 1.\n\nPhysical/Common-sense Consistency:\nWith no discernible objects or actions, there is no basis to assess physical realism or common-sense behavior. The frames provide no meaningful information about plausible interactions, resulting in a score of 1.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.125,
+                    "TA": 1.0078125,
+                    "MQ": 1.0234375,
+                    "Overall": 3.15625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, high-angle close-up captures a partially filled, clear plastic water bottle\n- Lying on its side on a smooth, dark, polished granite kitchen countertop\n- Bottle's plastic is slightly wrinkled from use\n- Ridges around the bottle catch the single, cool-toned overhead light, creating subtle highlights\n- A deep, low-frequency vibration momentarily disrupts the scene, causing the bottle to roll slightly\n- In an almost imperceptible direction\n- With this new position, gravity takes over\n- Thin, crystal-clear stream of water begins to trickle steadily and deliberately from the unscrewed blue plastic cap\n- Water falls onto the dark surface below, forming a small, amoebic puddle\n- Edges silently and slowly spreading outward\n- Camera tilts down almost imperceptibly\n- Following the bright, sharp flickers of the overhead light\n- Dancing across the wet, expanding surface of the growing puddle\n- Creating a tense and detailed atmosphere\n- Only sounds being the quiet dripping and the silent, unstoppable spread of water\n\nNow let me examine the frames:\n\nLooking at the frames, I can see:\n- The images appear to be extremely blurry and distorted\n- There are blue and white/light colored areas that seem to be moving or shifting\n- The overall image quality is very poor with significant pixelation and distortion\n- It's difficult to make out any specific objects or details clearly\n- The frames show some kind of pattern or texture but it's heavily corrupted\n- There appears to be some kind of grid-like or mesh-like pattern visible\n- The images have a very abstract, unclear appearance\n\nVisual Quality Analysis:\nThe visual quality is severely degraded. The frames are extremely blurry with heavy pixelation and distortions, making it impossible to identify objects or scenes. The content is effectively uninterpretable due to extreme degradation, resulting in a score of 1.\n\nText-to-Video Alignment Analysis:\nThe prompt describes a precise setup (a water bottle on a granite counter with a sequence of actions). The actual frames do not reveal any recognizable bottle, counter, or water flow; the visuals are too abstract to map to the described scenario. This constitutes a complete mismatch between prompt and video, yielding a score of 1.\n\nPhysical/Common-sense Consistency:\nWith no discernible objects or actions, there is no basis to assess physical realism or common-sense behavior. The frames provide no meaningful information about plausible interactions, resulting in a score of 1.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static, high-angle close-up captures a partially filled, clear plastic water bottle, lying on its side on a smooth, dark, polished granite kitchen countertop. The bottle's plastic is slightly wrinkled from use, and the ridges around the bottle catch the single, cool-toned overhead light, creating subtle highlights. A deep, low-frequency vibration momentarily disrupts the scene, causing the bottle to roll slightly, in an almost imperceptible direction. With this new position, gravity takes over, and a thin, crystal-clear stream of water begins to trickle steadily and deliberately from the unscrewed blue plastic cap. The water falls onto the dark surface below, forming a small, amoebic puddle, its edges silently and slowly spreading outward. The camera tilts down almost imperceptibly, following the bright, sharp flickers of the overhead light, dancing across the wet, expanding surface of the growing puddle, creating a tense and detailed atmosphere, the only sounds being the quiet dripping and the silent, unstoppable spread of water.",
+        "seed": 30690,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_3/index_5746_seed_30690_dp_7_rank_14_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 3,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.234375,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0625,
+        "video_score2_overall": 3.3125,
+        "avg": 3.3046875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, high-angle close-up captures a partially filled, clear plastic water bottle, lying on its side on a smooth, dark, polished granite kitchen countertop. The bottle's plastic is slightly wrinkled from use, and the ridges around the bottle catch the single, cool-toned overhead light, creating subtle highlights. A deep, low-frequency vibration momentarily disrupts the scene, causing the bottle to roll slightly, in an almost imperceptible direction. With this new position, gravity takes over, and a thin, crystal-clear stream of water begins to trickle steadily and deliberately from the unscrewed blue plastic cap. The water falls onto the dark surface below, forming a small, amoebic puddle, its edges silently and slowly spreading outward. The camera tilts down almost imperceptibly, following the bright, sharp flickers of the overhead light, dancing across the wet, expanding surface of the growing puddle, creating a tense and detailed atmosphere, the only sounds being the quiet dripping and the silent, unstoppable spread of water.",
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+                "credit_map_shape": [
+                    3,
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+                    32
+                ],
+                "top_frames": [
+                    2,
+                    1,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, high-angle close-up captures a partially filled, clear plastic water bottle\n- Lying on its side on a smooth, dark, polished granite kitchen countertop\n- Bottle's plastic is slightly wrinkled from use\n- Ridges around the bottle catch the single, cool-toned overhead light, creating subtle highlights\n- A deep, low-frequency vibration momentarily disrupts the scene, causing the bottle to roll slightly\n- In an almost imperceptible direction\n- With this new position, gravity takes over\n- Thin, crystal-clear stream of water begins to trickle steadily and deliberately from the unscrewed blue plastic cap\n- Water falls onto the dark surface below, forming a small, amoebic puddle\n- Edges silently and slowly spreading outward\n- Camera tilts down almost imperceptibly\n- Following the bright, sharp flickers of the overhead light\n- Dancing across the wet, expanding surface of the growing puddle\n- Creating a tense and detailed atmosphere\n- Only sounds being the quiet dripping and the silent, unstoppable spread of water\n\nNow let me examine the frames:\n\nLooking at the frames, I can see:\n- There appears to be some kind of blue circular object or shape in the center\n- The image quality is quite blurry and out of focus\n- There are some sparkly or glittery effects visible\n- The overall image has a very abstract, unclear quality\n- It's difficult to make out specific details like a water bottle, countertop, or any of the specific elements described in the prompt\n- The frames seem to show some kind of blue circular object that might be intended to represent a bottle cap or similar element\n\nVisual Quality Analysis:\nThe video exhibits extremely poor visual quality with pervasive blur and lack of discernible detail. The frames are largely indistinct, with heavy compression artifacts and unstable rendering that obscure shapes and textures. While there may be faint hints of color or motion, the overall clarity is insufficient to identify objects or actions reliably. This results in a very low visual quality assessment (score 1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the actual video content. The prompt describes a precise scene with a clear plastic water bottle on a granite countertop, a blue cap, a water stream, and a dynamic sequence; however, the video presents an abstract, blurry blue form without recognizable bottle, surface, or action cues. The mismatch is complete, yielding a score of 1.\n\nPhysical/Common-sense Consistency:\nGiven the extreme abstraction, there is no coherent physical interaction or plausible real-world behavior to evaluate. The visuals do not convey gravity, fluid flow, or object relationships, so the assessment of physical consistency cannot be meaningfully performed beyond noting the absence of any plausible dynamics. This results in a score of 1.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.234375,
+                    "TA": 1.0078125,
+                    "MQ": 1.0625,
+                    "Overall": 3.3125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, high-angle close-up captures a partially filled, clear plastic water bottle\n- Lying on its side on a smooth, dark, polished granite kitchen countertop\n- Bottle's plastic is slightly wrinkled from use\n- Ridges around the bottle catch the single, cool-toned overhead light, creating subtle highlights\n- A deep, low-frequency vibration momentarily disrupts the scene, causing the bottle to roll slightly\n- In an almost imperceptible direction\n- With this new position, gravity takes over\n- Thin, crystal-clear stream of water begins to trickle steadily and deliberately from the unscrewed blue plastic cap\n- Water falls onto the dark surface below, forming a small, amoebic puddle\n- Edges silently and slowly spreading outward\n- Camera tilts down almost imperceptibly\n- Following the bright, sharp flickers of the overhead light\n- Dancing across the wet, expanding surface of the growing puddle\n- Creating a tense and detailed atmosphere\n- Only sounds being the quiet dripping and the silent, unstoppable spread of water\n\nNow let me examine the frames:\n\nLooking at the frames, I can see:\n- There appears to be some kind of blue circular object or shape in the center\n- The image quality is quite blurry and out of focus\n- There are some sparkly or glittery effects visible\n- The overall image has a very abstract, unclear quality\n- It's difficult to make out specific details like a water bottle, countertop, or any of the specific elements described in the prompt\n- The frames seem to show some kind of blue circular object that might be intended to represent a bottle cap or similar element\n\nVisual Quality Analysis:\nThe video exhibits extremely poor visual quality with pervasive blur and lack of discernible detail. The frames are largely indistinct, with heavy compression artifacts and unstable rendering that obscure shapes and textures. While there may be faint hints of color or motion, the overall clarity is insufficient to identify objects or actions reliably. This results in a very low visual quality assessment (score 1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the actual video content. The prompt describes a precise scene with a clear plastic water bottle on a granite countertop, a blue cap, a water stream, and a dynamic sequence; however, the video presents an abstract, blurry blue form without recognizable bottle, surface, or action cues. The mismatch is complete, yielding a score of 1.\n\nPhysical/Common-sense Consistency:\nGiven the extreme abstraction, there is no coherent physical interaction or plausible real-world behavior to evaluate. The visuals do not convey gravity, fluid flow, or object relationships, so the assessment of physical consistency cannot be meaningfully performed beyond noting the absence of any plausible dynamics. This results in a score of 1.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_4/index_tensor([8561, 8561])_group_4_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_4/index_tensor([8561, 8561])_group_4_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..006320bfd4c97d367a7e3af96dc837484a34a1db
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_4/index_tensor([8561, 8561])_group_4_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "In vibrant Pixar cartoon style, a high-angle shot slowly tilts downward, descending over a tranquil pond. The water's surface is a polished, crystal-clear aquamarine, disturbed only by a gentle wave, which ripples outward in slow-motion concentric circles, causing a dense cluster of stylized, shield-shaped leaves to gently sway in unison. The leaves' top surfaces are a lush, saturated green, while their undersides are a thick, translucent, wobbling gelatinous substance with a soft pink glow. As the camera continues its deliberate downward tilt, it seamlessly dips beneath the surface, revealing a whimsical underwater world bathed in a magical glow. Golden, three-dimensional sunlight penetrates the clear water, creating mesmerizing, ever-changing patterns of light and shadow on the shimmering, fine sand at the pond's bottom. Seen from below, the floating leaves' gelatinous undersides gently sway with the surface's movement, refracting light like soft, organic lenses, creating a tranquil and captivating atmosphere for this vibrant, magical ecosystem.",
+        "seed": 3246,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_4/index_8561_seed_3246_dp_8_rank_16_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.2109375,
+        "video_score2_ta": 1.0390625,
+        "video_score2_mq": 1.1015625,
+        "video_score2_overall": 3.34375,
+        "avg": 3.3515625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a vibrant Pixar-style scene featuring a high-angle shot that tilts downward over a tranquil pond, with a polished, crystal-clear water surface, a gentle wave, and slow-motion concentric ripples. It mentions shield-shaped leaves with green tops and translucent, wobbling gelatinous undersides with a soft pink glow, a seamless descent beneath the surface, and an underwater world bathed in magical light as golden sunlight penetrates the water and interacts with fine sand at the bottom. The overall intent is a whimsical, magical ecosystem.\n\nVisual Quality Assessment:\nAcross the frames, the visual quality is severely degraded. The sequence exhibits extreme pixelation, heavy compression artifacts, and pervasive color banding. Frame 1 shows a blue-green landscape with a distant landmass; Frame 2 is dominated by blue tones with minimal detail; Frame 3 is almost entirely blue with no discernible features; Frame 4 presents a blurry yellow-green area with vague shapes; Frame 5 shows a small green blob-like form near yellow/orange terrain. Overall, the video is effectively unreadable due to extreme degradation, with abrupt transitions and no coherent rendering of the described scene.\n\nText-to-Video Alignment Assessment:\nThere is essentially no alignment with the prompt. The frames do not convey the vibrant, Pixar-inspired aesthetic, the high-angle downward motion, the pond setting, or the detailed elements such as leaves, water dynamics, or underwater lighting. The result is a complete mismatch between the textual description and the visual content.\n\nPhysical/Common-sense Consistency Assessment:\nGiven the severe visual degradation, meaningful physical or common-sense checks cannot be performed. The frames lack recognizable objects, interactions, or plausible physical behavior, making any assessment of consistency impossible.\n\nScoring Rationale:\nVisual quality is severely compromised (score 1). Text-to-video alignment is effectively non-existent (score 1). Physical/common-sense consistency cannot be evaluated due to the lack of discernible content (score 1).\n\nground-truth of Dim-1: 'Visual Quality':\n1\n\nground-truth of Dim-2: 'Text-to-Video Alignment':\n1\n\nground-truth of Dim-3: 'Physical Consistency' (also referred to as Common-sense Consistency):\n1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.2109375,
+                    "TA": 1.0390625,
+                    "MQ": 1.1015625,
+                    "Overall": 3.34375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a vibrant Pixar-style scene featuring a high-angle shot that tilts downward over a tranquil pond, with a polished, crystal-clear water surface, a gentle wave, and slow-motion concentric ripples. It mentions shield-shaped leaves with green tops and translucent, wobbling gelatinous undersides with a soft pink glow, a seamless descent beneath the surface, and an underwater world bathed in magical light as golden sunlight penetrates the water and interacts with fine sand at the bottom. The overall intent is a whimsical, magical ecosystem.\n\nVisual Quality Assessment:\nAcross the frames, the visual quality is severely degraded. The sequence exhibits extreme pixelation, heavy compression artifacts, and pervasive color banding. Frame 1 shows a blue-green landscape with a distant landmass; Frame 2 is dominated by blue tones with minimal detail; Frame 3 is almost entirely blue with no discernible features; Frame 4 presents a blurry yellow-green area with vague shapes; Frame 5 shows a small green blob-like form near yellow/orange terrain. Overall, the video is effectively unreadable due to extreme degradation, with abrupt transitions and no coherent rendering of the described scene.\n\nText-to-Video Alignment Assessment:\nThere is essentially no alignment with the prompt. The frames do not convey the vibrant, Pixar-inspired aesthetic, the high-angle downward motion, the pond setting, or the detailed elements such as leaves, water dynamics, or underwater lighting. The result is a complete mismatch between the textual description and the visual content.\n\nPhysical/Common-sense Consistency Assessment:\nGiven the severe visual degradation, meaningful physical or common-sense checks cannot be performed. The frames lack recognizable objects, interactions, or plausible physical behavior, making any assessment of consistency impossible.\n\nScoring Rationale:\nVisual quality is severely compromised (score 1). Text-to-video alignment is effectively non-existent (score 1). Physical/common-sense consistency cannot be evaluated due to the lack of discernible content (score 1).\n\nground-truth of Dim-1: 'Visual Quality':\n1\n\nground-truth of Dim-2: 'Text-to-Video Alignment':\n1\n\nground-truth of Dim-3: 'Physical Consistency' (also referred to as Common-sense Consistency):\n1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "In vibrant Pixar cartoon style, a high-angle shot slowly tilts downward, descending over a tranquil pond. The water's surface is a polished, crystal-clear aquamarine, disturbed only by a gentle wave, which ripples outward in slow-motion concentric circles, causing a dense cluster of stylized, shield-shaped leaves to gently sway in unison. The leaves' top surfaces are a lush, saturated green, while their undersides are a thick, translucent, wobbling gelatinous substance with a soft pink glow. As the camera continues its deliberate downward tilt, it seamlessly dips beneath the surface, revealing a whimsical underwater world bathed in a magical glow. Golden, three-dimensional sunlight penetrates the clear water, creating mesmerizing, ever-changing patterns of light and shadow on the shimmering, fine sand at the pond's bottom. Seen from below, the floating leaves' gelatinous undersides gently sway with the surface's movement, refracting light like soft, organic lenses, creating a tranquil and captivating atmosphere for this vibrant, magical ecosystem.",
+        "seed": 3247,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_4/index_8561_seed_3247_dp_8_rank_16_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.3125,
+        "video_score2_ta": 1.1015625,
+        "video_score2_mq": 1.140625,
+        "video_score2_overall": 3.546875,
+        "avg": 3.5546875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In vibrant Pixar cartoon style, a high-angle shot slowly tilts downward, descending over a tranquil pond. The water's surface is a polished, crystal-clear aquamarine, disturbed only by a gentle wave, which ripples outward in slow-motion concentric circles, causing a dense cluster of stylized, shield-shaped leaves to gently sway in unison. The leaves' top surfaces are a lush, saturated green, while their undersides are a thick, translucent, wobbling gelatinous substance with a soft pink glow. As the camera continues its deliberate downward tilt, it seamlessly dips beneath the surface, revealing a whimsical underwater world bathed in a magical glow. Golden, three-dimensional sunlight penetrates the clear water, creating mesmerizing, ever-changing patterns of light and shadow on the shimmering, fine sand at the pond's bottom. Seen from below, the floating leaves' gelatinous undersides gently sway with the surface's movement, refracting light like soft, organic lenses, creating a tranquil and captivating atmosphere for this vibrant, magical ecosystem.",
+                "token_credit_reward": 3.546875,
+                "selected_reward": 3.546875,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Vibrant Pixar cartoon style\n- High-angle shot slowly tilting downward\n- Descending over a tranquil pond\n- Water surface: polished, crystal-clear aquamarine\n- Water disturbance: gentle wave with ripples outward in slow-motion concentric circles\n- Dense cluster of stylized, shield-shaped leaves\n- Leaves: lush, saturated green top surfaces, thick translucent wobbling gelatinous substance with soft pink glow\n- Camera continues downward tilt\n- Revealing whimsical underwater world with magical glow\n- Golden, three-dimensional sunlight penetrating clear water\n- Creating mesmerizing patterns of light and shadow on shimmering fine sand at bottom\n- Seen from below, floating leaves' gelatinous undersides gently sway with surface movement, refracting light like soft, organic lenses\n\nNow let me examine the frames:\n\nFrame 1: Shows abstract blue-green shapes that appear to be some kind of distorted or glitchy imagery. There are some green blob-like formations against a blue background.\nFrame 2: Shows more abstract shapes, appears to be some kind of digital distortion or glitch effect with various colored blobs and shapes.\nFrame 3: Shows a more defined shape that looks like a pink/magenta blob against a yellow/green background, still very abstract and distorted.\nFrame 4: Similar to frame 3, showing the same pink blob-like shape against yellow/green background.\nFrame 5: Continues showing the same pink blob shape, maintaining similar color and form.\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded across the sequence. The imagery is consistently low in resolution with pronounced pixelation and compression artifacts. Color rendering is inconsistent, with frequent banding and oversaturated patches that obscure details. The sequence exhibits noticeable digital distortions and glitch effects, and there is little to no smooth motion between frames. Transitions feel abrupt rather than fluid, contributing to a jarring viewing experience. Overall, the video presents a markedly poor visual quality (score 1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested content. The frames do not reflect the Pixar-style aesthetic, the pond scene, the water dynamics, the leaves, the underwater environment, or the lighting described in the prompt. The imagery remains abstract and distorted, with no recognizable elements matching the narrative or visuals in the prompt. The result is a complete mismatch between the prompt and the generated video (score 1).\n\nPhysical/Common-sense Consistency:\nThe visuals show no coherent physical behavior or plausible interactions. The abstract shapes and distortions do not follow any consistent physical rules, and there is no discernible causal relationship between elements. The scene lacks any semblance of real-world physics or common-sense constraints, resulting in a fundamentally inconsistent depiction (score 1).\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.3125,
+                    "TA": 1.1015625,
+                    "MQ": 1.140625,
+                    "Overall": 3.546875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Vibrant Pixar cartoon style\n- High-angle shot slowly tilting downward\n- Descending over a tranquil pond\n- Water surface: polished, crystal-clear aquamarine\n- Water disturbance: gentle wave with ripples outward in slow-motion concentric circles\n- Dense cluster of stylized, shield-shaped leaves\n- Leaves: lush, saturated green top surfaces, thick translucent wobbling gelatinous substance with soft pink glow\n- Camera continues downward tilt\n- Revealing whimsical underwater world with magical glow\n- Golden, three-dimensional sunlight penetrating clear water\n- Creating mesmerizing patterns of light and shadow on shimmering fine sand at bottom\n- Seen from below, floating leaves' gelatinous undersides gently sway with surface movement, refracting light like soft, organic lenses\n\nNow let me examine the frames:\n\nFrame 1: Shows abstract blue-green shapes that appear to be some kind of distorted or glitchy imagery. There are some green blob-like formations against a blue background.\nFrame 2: Shows more abstract shapes, appears to be some kind of digital distortion or glitch effect with various colored blobs and shapes.\nFrame 3: Shows a more defined shape that looks like a pink/magenta blob against a yellow/green background, still very abstract and distorted.\nFrame 4: Similar to frame 3, showing the same pink blob-like shape against yellow/green background.\nFrame 5: Continues showing the same pink blob shape, maintaining similar color and form.\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded across the sequence. The imagery is consistently low in resolution with pronounced pixelation and compression artifacts. Color rendering is inconsistent, with frequent banding and oversaturated patches that obscure details. The sequence exhibits noticeable digital distortions and glitch effects, and there is little to no smooth motion between frames. Transitions feel abrupt rather than fluid, contributing to a jarring viewing experience. Overall, the video presents a markedly poor visual quality (score 1).\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested content. The frames do not reflect the Pixar-style aesthetic, the pond scene, the water dynamics, the leaves, the underwater environment, or the lighting described in the prompt. The imagery remains abstract and distorted, with no recognizable elements matching the narrative or visuals in the prompt. The result is a complete mismatch between the prompt and the generated video (score 1).\n\nPhysical/Common-sense Consistency:\nThe visuals show no coherent physical behavior or plausible interactions. The abstract shapes and distortions do not follow any consistent physical rules, and there is no discernible causal relationship between elements. The scene lacks any semblance of real-world physics or common-sense constraints, resulting in a fundamentally inconsistent depiction (score 1).\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "In vibrant Pixar cartoon style, a high-angle shot slowly tilts downward, descending over a tranquil pond. The water's surface is a polished, crystal-clear aquamarine, disturbed only by a gentle wave, which ripples outward in slow-motion concentric circles, causing a dense cluster of stylized, shield-shaped leaves to gently sway in unison. The leaves' top surfaces are a lush, saturated green, while their undersides are a thick, translucent, wobbling gelatinous substance with a soft pink glow. As the camera continues its deliberate downward tilt, it seamlessly dips beneath the surface, revealing a whimsical underwater world bathed in a magical glow. Golden, three-dimensional sunlight penetrates the clear water, creating mesmerizing, ever-changing patterns of light and shadow on the shimmering, fine sand at the pond's bottom. Seen from below, the floating leaves' gelatinous undersides gently sway with the surface's movement, refracting light like soft, organic lenses, creating a tranquil and captivating atmosphere for this vibrant, magical ecosystem.",
+        "seed": 3248,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_4/index_8561_seed_3248_dp_9_rank_18_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.171875,
+        "video_score2_ta": 1.03125,
+        "video_score2_mq": 1.3359375,
+        "video_score2_overall": 3.53125,
+        "avg": 3.5390625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In vibrant Pixar cartoon style, a high-angle shot slowly tilts downward, descending over a tranquil pond. The water's surface is a polished, crystal-clear aquamarine, disturbed only by a gentle wave, which ripples outward in slow-motion concentric circles, causing a dense cluster of stylized, shield-shaped leaves to gently sway in unison. The leaves' top surfaces are a lush, saturated green, while their undersides are a thick, translucent, wobbling gelatinous substance with a soft pink glow. As the camera continues its deliberate downward tilt, it seamlessly dips beneath the surface, revealing a whimsical underwater world bathed in a magical glow. Golden, three-dimensional sunlight penetrates the clear water, creating mesmerizing, ever-changing patterns of light and shadow on the shimmering, fine sand at the pond's bottom. Seen from below, the floating leaves' gelatinous undersides gently sway with the surface's movement, refracting light like soft, organic lenses, creating a tranquil and captivating atmosphere for this vibrant, magical ecosystem.",
+                "token_credit_reward": 3.53125,
+                "selected_reward": 3.53125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a vibrant Pixar-style scene with a high-angle downward tilt over a tranquil pond, a polished aquamarine surface with a gentle wave, slow-motion concentric ripples, and a cluster of shield-shaped leaves in saturated greens with translucent pink-glow undersides. The sequence should then dip beneath the surface to reveal an underwater world with golden sunlight filtering through clear water and shimmering sand at the bottom, viewed from below as the leaves sway with the surface.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is severely degraded. The imagery is extremely low in resolution with pronounced pixelation and blur, and color rendering is inconsistent (green areas appear oversaturated while other regions look washed out). Compression artifacts and digital noise dominate, and there is noticeable frame-to-frame instability that disrupts coherence. The result is a highly unstable, low-fidelity presentation that fails to convey a polished or cinematic look.\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt in terms of a downward camera motion and some green hues, but the execution is far from the intended aesthetic. Key elements described in the prompt—distinct shield-shaped leaves, a dense cluster of leaves, and a clearly defined underwater scene with golden light—are not realized. The video does not capture the Pixar-like polish or the nuanced environmental details, and the overall alignment remains limited.\n\nPhysical/Common-sense Consistency:\nThe scene exhibits severe inconsistencies with basic physical expectations. The water dynamics do not convincingly reflect real-world behavior, and the interaction between light, water, and any submerged elements lacks believable physics. The combination of unrealistic textures, artifacts, and unstable rendering undermines any sense of physical realism or common-sense coherence.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 2,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.171875,
+                    "TA": 1.03125,
+                    "MQ": 1.3359375,
+                    "Overall": 3.53125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt envisions a vibrant Pixar-style scene with a high-angle downward tilt over a tranquil pond, a polished aquamarine surface with a gentle wave, slow-motion concentric ripples, and a cluster of shield-shaped leaves in saturated greens with translucent pink-glow undersides. The sequence should then dip beneath the surface to reveal an underwater world with golden sunlight filtering through clear water and shimmering sand at the bottom, viewed from below as the leaves sway with the surface.\n\nVisual Quality Analysis:\nAcross the frames, the overall visual quality is severely degraded. The imagery is extremely low in resolution with pronounced pixelation and blur, and color rendering is inconsistent (green areas appear oversaturated while other regions look washed out). Compression artifacts and digital noise dominate, and there is noticeable frame-to-frame instability that disrupts coherence. The result is a highly unstable, low-fidelity presentation that fails to convey a polished or cinematic look.\n\nText-to-Video Alignment Analysis:\nThere is partial alignment with the prompt in terms of a downward camera motion and some green hues, but the execution is far from the intended aesthetic. Key elements described in the prompt—distinct shield-shaped leaves, a dense cluster of leaves, and a clearly defined underwater scene with golden light—are not realized. The video does not capture the Pixar-like polish or the nuanced environmental details, and the overall alignment remains limited.\n\nPhysical/Common-sense Consistency:\nThe scene exhibits severe inconsistencies with basic physical expectations. The water dynamics do not convincingly reflect real-world behavior, and the interaction between light, water, and any submerged elements lacks believable physics. The combination of unrealistic textures, artifacts, and unstable rendering undermines any sense of physical realism or common-sense coherence.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 2\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "In vibrant Pixar cartoon style, a high-angle shot slowly tilts downward, descending over a tranquil pond. The water's surface is a polished, crystal-clear aquamarine, disturbed only by a gentle wave, which ripples outward in slow-motion concentric circles, causing a dense cluster of stylized, shield-shaped leaves to gently sway in unison. The leaves' top surfaces are a lush, saturated green, while their undersides are a thick, translucent, wobbling gelatinous substance with a soft pink glow. As the camera continues its deliberate downward tilt, it seamlessly dips beneath the surface, revealing a whimsical underwater world bathed in a magical glow. Golden, three-dimensional sunlight penetrates the clear water, creating mesmerizing, ever-changing patterns of light and shadow on the shimmering, fine sand at the pond's bottom. Seen from below, the floating leaves' gelatinous undersides gently sway with the surface's movement, refracting light like soft, organic lenses, creating a tranquil and captivating atmosphere for this vibrant, magical ecosystem.",
+        "seed": 3249,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_4/index_8561_seed_3249_dp_9_rank_18_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 4,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.2578125,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.078125,
+        "video_score2_overall": 3.359375,
+        "avg": 3.3515625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "In vibrant Pixar cartoon style, a high-angle shot slowly tilts downward, descending over a tranquil pond. The water's surface is a polished, crystal-clear aquamarine, disturbed only by a gentle wave, which ripples outward in slow-motion concentric circles, causing a dense cluster of stylized, shield-shaped leaves to gently sway in unison. The leaves' top surfaces are a lush, saturated green, while their undersides are a thick, translucent, wobbling gelatinous substance with a soft pink glow. As the camera continues its deliberate downward tilt, it seamlessly dips beneath the surface, revealing a whimsical underwater world bathed in a magical glow. Golden, three-dimensional sunlight penetrates the clear water, creating mesmerizing, ever-changing patterns of light and shadow on the shimmering, fine sand at the pond's bottom. Seen from below, the floating leaves' gelatinous undersides gently sway with the surface's movement, refracting light like soft, organic lenses, creating a tranquil and captivating atmosphere for this vibrant, magical ecosystem.",
+                "token_credit_reward": 3.359375,
+                "selected_reward": 3.359375,
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+                "credit_map_shape": [
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Vibrant Pixar cartoon style\n- High-angle shot slowly tilting downward\n- Descending over a tranquil pond\n- Water surface should be polished, crystal-clear aquamarine\n- Water disturbed only by gentle wave\n- Wave ripples outward in slow-motion concentric circles\n- Dense cluster of stylized, shield-shaped leaves\n- Leaves gently sway in unison\n- Top surfaces lush, saturated green\n- Undersides thick, translucent, wobbling gelatinous substance with soft pink glow\n- Camera continues deliberate downward tilt\n- Seamless dip beneath water surface\n- Revealing whimsical underwater world with magical glow\n- Golden, three-dimensional sunlight penetrating clear water\n- Creating mesmerizing patterns of light and shadow on shimmering fine sand at bottom\n- Seen from below, floating leaves' gelatinous undersides gently sway with surface movement, refracting light like soft, organic lenses\n- Creating tranquil and captivating atmosphere\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme blur, heavy compression artifacts, and pronounced color banding that obscure details. The imagery lacks crisp edges and fine texture, making it impossible to discern the intended elements (e.g., distinct leaves, water dynamics, or underwater features). The result is a consistently low-fidelity presentation with little perceptual clarity.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is effectively absent. The requested Pixar-style aesthetic, high-angle descent, and the specific environmental cues (shield-shaped leaves, gelatinous undersides, light interactions) are not realized in the footage. The content does not capture the described scene, resulting in a near-complete misalignment between prompt and output.\n\nPhysical/Common-sense Consistency:\nThere is no coherent physical behavior or plausible interaction across the sequence. The visuals fail to establish consistent lighting, material properties, or motion that would support the described scene, leading to a lack of common-sense plausibility.\n\nOverall assessment:\nAll three dimensions are severely deficient, indicating a complete breakdown in generating a faithful representation of the prompt.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.2578125,
+                    "TA": 1.015625,
+                    "MQ": 1.078125,
+                    "Overall": 3.359375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Vibrant Pixar cartoon style\n- High-angle shot slowly tilting downward\n- Descending over a tranquil pond\n- Water surface should be polished, crystal-clear aquamarine\n- Water disturbed only by gentle wave\n- Wave ripples outward in slow-motion concentric circles\n- Dense cluster of stylized, shield-shaped leaves\n- Leaves gently sway in unison\n- Top surfaces lush, saturated green\n- Undersides thick, translucent, wobbling gelatinous substance with soft pink glow\n- Camera continues deliberate downward tilt\n- Seamless dip beneath water surface\n- Revealing whimsical underwater world with magical glow\n- Golden, three-dimensional sunlight penetrating clear water\n- Creating mesmerizing patterns of light and shadow on shimmering fine sand at bottom\n- Seen from below, floating leaves' gelatinous undersides gently sway with surface movement, refracting light like soft, organic lenses\n- Creating tranquil and captivating atmosphere\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme blur, heavy compression artifacts, and pronounced color banding that obscure details. The imagery lacks crisp edges and fine texture, making it impossible to discern the intended elements (e.g., distinct leaves, water dynamics, or underwater features). The result is a consistently low-fidelity presentation with little perceptual clarity.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is effectively absent. The requested Pixar-style aesthetic, high-angle descent, and the specific environmental cues (shield-shaped leaves, gelatinous undersides, light interactions) are not realized in the footage. The content does not capture the described scene, resulting in a near-complete misalignment between prompt and output.\n\nPhysical/Common-sense Consistency:\nThere is no coherent physical behavior or plausible interaction across the sequence. The visuals fail to establish consistent lighting, material properties, or motion that would support the described scene, leading to a lack of common-sense plausibility.\n\nOverall assessment:\nAll three dimensions are severely deficient, indicating a complete breakdown in generating a faithful representation of the prompt.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_5/index_tensor([5791, 5791])_group_5_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_5/index_tensor([5791, 5791])_group_5_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..1248dcc26a20b35c3b09f8e44b949e9c43c3a3a2
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_5/index_tensor([5791, 5791])_group_5_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "tight, frontal close-up pans backward, keeping a muscular, balding African-American man perfectly framed as he rides his bicycle directly toward the camera. His brow is furrowed, his jaw set, an expression of intense anger etched across his face, and his focused eyes stare forward. He is dressed in form-fitting athletic attire: a dark blue, short-sleeved cycling jersey made of moisture-wicking fabric, pulled tight around his muscular shoulders, and a sleek, matte-black, aerodynamic helmet strapped securely to his head. He pedals at a relentless, moderate pace, his powerful legs pushing the pedals with a steady, determined rhythm, while his hands grip the handlebars with palpable strength. The entire scene is bathed in cool light—it's an overcast day, blurring colors and accentuating the sheen of sweat on his skin. The background, a soft-focus blur of a city street, ensures the viewer's attention remains focused on the palpable, tense atmosphere created by the man's powerful effort and grim determination.",
+        "seed": 16248,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_5/index_5791_seed_16248_dp_10_rank_20_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.140625,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.03125,
+        "video_score2_overall": 3.1875,
+        "avg": 3.1796875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "tight, frontal close-up pans backward, keeping a muscular, balding African-American man perfectly framed as he rides his bicycle directly toward the camera. His brow is furrowed, his jaw set, an expression of intense anger etched across his face, and his focused eyes stare forward. He is dressed in form-fitting athletic attire: a dark blue, short-sleeved cycling jersey made of moisture-wicking fabric, pulled tight around his muscular shoulders, and a sleek, matte-black, aerodynamic helmet strapped securely to his head. He pedals at a relentless, moderate pace, his powerful legs pushing the pedals with a steady, determined rhythm, while his hands grip the handlebars with palpable strength. The entire scene is bathed in cool light—it's an overcast day, blurring colors and accentuating the sheen of sweat on his skin. The background, a soft-focus blur of a city street, ensures the viewer's attention remains focused on the palpable, tense atmosphere created by the man's powerful effort and grim determination.",
+                "token_credit_reward": 3.1875,
+                "selected_reward": 3.1875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a tight, frontal close-up pan of a muscular, balding African-American man riding a bicycle directly toward the camera. He should have a furrowed brow, set jaw, and an expression of intense anger. He wears a dark blue, form-fitting cycling jersey and a sleek, matte-black aerodynamic helmet. The scene is bathed in cool light on an overcast day, with a soft-focus background of a city street to keep focus on the subject.\n\nVisual Quality Assessment:\nAcross the frames, the visual quality is severely degraded. The resolution is very low with heavy pixelation and pervasive compression artifacts. Color bleeding and banding are evident, and there is noticeable noise and grain throughout. The image is consistently blurry with poor sharpness, and there are visible distortions that degrade overall clarity. Frame-to-frame stability is lacking, contributing to a choppy viewing experience. Overall, the video presents a markedly poor visual quality (score 1).\n\nText-to-Video Alignment Assessment:\nThere is essentially no alignment with the prompt. The frames do not clearly depict a balding, muscular African-American man on a bicycle, nor do they show a tight, frontal close-up pan or a forward motion toward the camera. The subject’s attire and helmet are not clearly identifiable due to the severe degradation, and the described dynamic action is not convincingly represented. The background is indistinct and does not resemble a city street. In short, the video fails to satisfy the core elements of the prompt (score 1).\n\nPhysical/Common-sense Consistency:\nGiven the extreme visual degradation, assessing physical realism and common-sense coherence is not feasible. The frames provide insufficient detail to judge plausible motion, lighting interaction, or anatomical consistency. The overall assessment indicates a lack of reliable physical coherence (score 1).\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.140625,
+                    "TA": 1.0078125,
+                    "MQ": 1.03125,
+                    "Overall": 3.1875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a tight, frontal close-up pan of a muscular, balding African-American man riding a bicycle directly toward the camera. He should have a furrowed brow, set jaw, and an expression of intense anger. He wears a dark blue, form-fitting cycling jersey and a sleek, matte-black aerodynamic helmet. The scene is bathed in cool light on an overcast day, with a soft-focus background of a city street to keep focus on the subject.\n\nVisual Quality Assessment:\nAcross the frames, the visual quality is severely degraded. The resolution is very low with heavy pixelation and pervasive compression artifacts. Color bleeding and banding are evident, and there is noticeable noise and grain throughout. The image is consistently blurry with poor sharpness, and there are visible distortions that degrade overall clarity. Frame-to-frame stability is lacking, contributing to a choppy viewing experience. Overall, the video presents a markedly poor visual quality (score 1).\n\nText-to-Video Alignment Assessment:\nThere is essentially no alignment with the prompt. The frames do not clearly depict a balding, muscular African-American man on a bicycle, nor do they show a tight, frontal close-up pan or a forward motion toward the camera. The subject’s attire and helmet are not clearly identifiable due to the severe degradation, and the described dynamic action is not convincingly represented. The background is indistinct and does not resemble a city street. In short, the video fails to satisfy the core elements of the prompt (score 1).\n\nPhysical/Common-sense Consistency:\nGiven the extreme visual degradation, assessing physical realism and common-sense coherence is not feasible. The frames provide insufficient detail to judge plausible motion, lighting interaction, or anatomical consistency. The overall assessment indicates a lack of reliable physical coherence (score 1).\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "tight, frontal close-up pans backward, keeping a muscular, balding African-American man perfectly framed as he rides his bicycle directly toward the camera. His brow is furrowed, his jaw set, an expression of intense anger etched across his face, and his focused eyes stare forward. He is dressed in form-fitting athletic attire: a dark blue, short-sleeved cycling jersey made of moisture-wicking fabric, pulled tight around his muscular shoulders, and a sleek, matte-black, aerodynamic helmet strapped securely to his head. He pedals at a relentless, moderate pace, his powerful legs pushing the pedals with a steady, determined rhythm, while his hands grip the handlebars with palpable strength. The entire scene is bathed in cool light—it's an overcast day, blurring colors and accentuating the sheen of sweat on his skin. The background, a soft-focus blur of a city street, ensures the viewer's attention remains focused on the palpable, tense atmosphere created by the man's powerful effort and grim determination.",
+        "seed": 16249,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_5/index_5791_seed_16249_dp_10_rank_20_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.2578125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.0390625,
+        "video_score2_overall": 3.3125,
+        "avg": 3.3046875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "tight, frontal close-up pans backward, keeping a muscular, balding African-American man perfectly framed as he rides his bicycle directly toward the camera. His brow is furrowed, his jaw set, an expression of intense anger etched across his face, and his focused eyes stare forward. He is dressed in form-fitting athletic attire: a dark blue, short-sleeved cycling jersey made of moisture-wicking fabric, pulled tight around his muscular shoulders, and a sleek, matte-black, aerodynamic helmet strapped securely to his head. He pedals at a relentless, moderate pace, his powerful legs pushing the pedals with a steady, determined rhythm, while his hands grip the handlebars with palpable strength. The entire scene is bathed in cool light—it's an overcast day, blurring colors and accentuating the sheen of sweat on his skin. The background, a soft-focus blur of a city street, ensures the viewer's attention remains focused on the palpable, tense atmosphere created by the man's powerful effort and grim determination.",
+                "token_credit_reward": 3.3125,
+                "selected_reward": 3.3125,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Tight, frontal close-up pans backward\n- A muscular, balding African-American man perfectly framed\n- Riding his bicycle directly toward the camera\n- His brow is furrowed, jaw set, expression of intense anger\n- Focused eyes staring forward\n- Dressed in form-fitting athletic attire (dark blue, short-sleeved cycling jersey)\n- Wearing a sleek, matte-black, aerodynamic helmet\n- Pedaling at a relentless, moderate pace\n- Powerful legs pushing pedals with steady, determined rhythm\n- Hands gripping handlebars with palpable strength\n- Bathed in cool light (overcast day)\n- Soft-focus blur of city street background\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation, heavy compression artifacts, and pronounced color distortions that render details indistinguishable. The image is consistently low in resolution with noticeable blockiness, and there is little to no smooth motion between frames. Artifacts and color bleeding are pervasive, making it impossible to discern facial features, clothing, or any fine details. The result is a near unusable visual presentation with minimal clarity and poor fidelity.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested prompt. The frames do not depict a muscular bald man on a bicycle; instead they show abstract, distorted imagery with no identifiable subject or action. The core elements described in the prompt—subject identity, attire, helmet, bicycle, and the specified dynamic—are not present. The mismatch is complete, producing a video that fails to convey the intended scenario.\n\nPhysical/Common-sense Consistency:\nThe content lacks coherent physical structure. The extreme distortion prevents any meaningful assessment of anatomy, motion, or object relationships. There is no plausible depiction of a cyclist or a bicycle, and the scene does not adhere to basic physical expectations. The result is a fundamentally inconsistent representation that cannot be reconciled with common-sense physics.\n\nGround-truth scores indicate Visual Quality = 1, Text-to-Video Alignment = 1, and Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.2578125,
+                    "TA": 1.0078125,
+                    "MQ": 1.0390625,
+                    "Overall": 3.3125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Tight, frontal close-up pans backward\n- A muscular, balding African-American man perfectly framed\n- Riding his bicycle directly toward the camera\n- His brow is furrowed, jaw set, expression of intense anger\n- Focused eyes staring forward\n- Dressed in form-fitting athletic attire (dark blue, short-sleeved cycling jersey)\n- Wearing a sleek, matte-black, aerodynamic helmet\n- Pedaling at a relentless, moderate pace\n- Powerful legs pushing pedals with steady, determined rhythm\n- Hands gripping handlebars with palpable strength\n- Bathed in cool light (overcast day)\n- Soft-focus blur of city street background\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation, heavy compression artifacts, and pronounced color distortions that render details indistinguishable. The image is consistently low in resolution with noticeable blockiness, and there is little to no smooth motion between frames. Artifacts and color bleeding are pervasive, making it impossible to discern facial features, clothing, or any fine details. The result is a near unusable visual presentation with minimal clarity and poor fidelity.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested prompt. The frames do not depict a muscular bald man on a bicycle; instead they show abstract, distorted imagery with no identifiable subject or action. The core elements described in the prompt—subject identity, attire, helmet, bicycle, and the specified dynamic—are not present. The mismatch is complete, producing a video that fails to convey the intended scenario.\n\nPhysical/Common-sense Consistency:\nThe content lacks coherent physical structure. The extreme distortion prevents any meaningful assessment of anatomy, motion, or object relationships. There is no plausible depiction of a cyclist or a bicycle, and the scene does not adhere to basic physical expectations. The result is a fundamentally inconsistent representation that cannot be reconciled with common-sense physics.\n\nGround-truth scores indicate Visual Quality = 1, Text-to-Video Alignment = 1, and Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "tight, frontal close-up pans backward, keeping a muscular, balding African-American man perfectly framed as he rides his bicycle directly toward the camera. His brow is furrowed, his jaw set, an expression of intense anger etched across his face, and his focused eyes stare forward. He is dressed in form-fitting athletic attire: a dark blue, short-sleeved cycling jersey made of moisture-wicking fabric, pulled tight around his muscular shoulders, and a sleek, matte-black, aerodynamic helmet strapped securely to his head. He pedals at a relentless, moderate pace, his powerful legs pushing the pedals with a steady, determined rhythm, while his hands grip the handlebars with palpable strength. The entire scene is bathed in cool light—it's an overcast day, blurring colors and accentuating the sheen of sweat on his skin. The background, a soft-focus blur of a city street, ensures the viewer's attention remains focused on the palpable, tense atmosphere created by the man's powerful effort and grim determination.",
+        "seed": 16250,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_5/index_5791_seed_16250_dp_11_rank_22_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.1640625,
+        "video_score2_ta": 1.0,
+        "video_score2_mq": 1.015625,
+        "video_score2_overall": 3.171875,
+        "avg": 3.1796875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "tight, frontal close-up pans backward, keeping a muscular, balding African-American man perfectly framed as he rides his bicycle directly toward the camera. His brow is furrowed, his jaw set, an expression of intense anger etched across his face, and his focused eyes stare forward. He is dressed in form-fitting athletic attire: a dark blue, short-sleeved cycling jersey made of moisture-wicking fabric, pulled tight around his muscular shoulders, and a sleek, matte-black, aerodynamic helmet strapped securely to his head. He pedals at a relentless, moderate pace, his powerful legs pushing the pedals with a steady, determined rhythm, while his hands grip the handlebars with palpable strength. The entire scene is bathed in cool light—it's an overcast day, blurring colors and accentuating the sheen of sweat on his skin. The background, a soft-focus blur of a city street, ensures the viewer's attention remains focused on the palpable, tense atmosphere created by the man's powerful effort and grim determination.",
+                "token_credit_reward": 3.171875,
+                "selected_reward": 3.171875,
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+                "top_frames": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt.\n\nThe text prompt describes a tight, frontal close-up pan of a muscular, balding African-American man riding a bicycle directly toward the camera, with specific facial expression and body details. The frames, however, depict abstract, distorted imagery with no identifiable human figure or bicycle, and the content is dominated by color noise and artifacts. This results in a complete mismatch between the prompt and the actual video content.\n\nVisual Quality Analysis:\n- The frames show severe degradation with heavy compression artifacts, color bleeding, and pervasive noise that obscure any meaningful detail.\n- There is no discernible subject or scene structure; the content reads as random color patterns rather than coherent visuals.\n- Transitions between frames are abrupt and do not convey smooth motion, contributing to an overall impression of digital corruption rather than a believable sequence.\n- Overall, the visual quality is extremely poor and effectively unusable for conveying the intended content.\n\nText-to-Video Alignment Analysis:\n- The generated content bears essentially no relation to the described prompt: no person, no bicycle, no urban setting, and no coherent action are present.\n- The alignment to the requested scene is effectively non-existent, resulting in a complete failure to realize the prompt.\n\nPhysical/Common-sense Consistency:\n- Given the absence of recognizable objects or actions, there is no basis to assess plausible physical behavior or common-sense interactions.\n- The output does not demonstrate any coherent physical dynamics, and the overall result is inconsistent with the expected real-world cues of the described scenario.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.1640625,
+                    "TA": 1.0,
+                    "MQ": 1.015625,
+                    "Overall": 3.171875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt.\n\nThe text prompt describes a tight, frontal close-up pan of a muscular, balding African-American man riding a bicycle directly toward the camera, with specific facial expression and body details. The frames, however, depict abstract, distorted imagery with no identifiable human figure or bicycle, and the content is dominated by color noise and artifacts. This results in a complete mismatch between the prompt and the actual video content.\n\nVisual Quality Analysis:\n- The frames show severe degradation with heavy compression artifacts, color bleeding, and pervasive noise that obscure any meaningful detail.\n- There is no discernible subject or scene structure; the content reads as random color patterns rather than coherent visuals.\n- Transitions between frames are abrupt and do not convey smooth motion, contributing to an overall impression of digital corruption rather than a believable sequence.\n- Overall, the visual quality is extremely poor and effectively unusable for conveying the intended content.\n\nText-to-Video Alignment Analysis:\n- The generated content bears essentially no relation to the described prompt: no person, no bicycle, no urban setting, and no coherent action are present.\n- The alignment to the requested scene is effectively non-existent, resulting in a complete failure to realize the prompt.\n\nPhysical/Common-sense Consistency:\n- Given the absence of recognizable objects or actions, there is no basis to assess plausible physical behavior or common-sense interactions.\n- The output does not demonstrate any coherent physical dynamics, and the overall result is inconsistent with the expected real-world cues of the described scenario.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "tight, frontal close-up pans backward, keeping a muscular, balding African-American man perfectly framed as he rides his bicycle directly toward the camera. His brow is furrowed, his jaw set, an expression of intense anger etched across his face, and his focused eyes stare forward. He is dressed in form-fitting athletic attire: a dark blue, short-sleeved cycling jersey made of moisture-wicking fabric, pulled tight around his muscular shoulders, and a sleek, matte-black, aerodynamic helmet strapped securely to his head. He pedals at a relentless, moderate pace, his powerful legs pushing the pedals with a steady, determined rhythm, while his hands grip the handlebars with palpable strength. The entire scene is bathed in cool light—it's an overcast day, blurring colors and accentuating the sheen of sweat on his skin. The background, a soft-focus blur of a city street, ensures the viewer's attention remains focused on the palpable, tense atmosphere created by the man's powerful effort and grim determination.",
+        "seed": 16251,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_5/index_5791_seed_16251_dp_11_rank_22_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 5,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.15625,
+        "video_score2_ta": 1.0,
+        "video_score2_mq": 1.015625,
+        "video_score2_overall": 3.171875,
+        "avg": 3.171875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "tight, frontal close-up pans backward, keeping a muscular, balding African-American man perfectly framed as he rides his bicycle directly toward the camera. His brow is furrowed, his jaw set, an expression of intense anger etched across his face, and his focused eyes stare forward. He is dressed in form-fitting athletic attire: a dark blue, short-sleeved cycling jersey made of moisture-wicking fabric, pulled tight around his muscular shoulders, and a sleek, matte-black, aerodynamic helmet strapped securely to his head. He pedals at a relentless, moderate pace, his powerful legs pushing the pedals with a steady, determined rhythm, while his hands grip the handlebars with palpable strength. The entire scene is bathed in cool light—it's an overcast day, blurring colors and accentuating the sheen of sweat on his skin. The background, a soft-focus blur of a city street, ensures the viewer's attention remains focused on the palpable, tense atmosphere created by the man's powerful effort and grim determination.",
+                "token_credit_reward": 3.171875,
+                "selected_reward": 3.171875,
+                "frame_importance": [
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+                ],
+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    1,
+                    2,
+                    0
+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes:\n\n\"tight, frontal close-up pans backward, keeping a muscular, balding African-American man perfectly framed as he rides his bicycle directly toward the camera. His brow is furrowed, his jaw set, an expression of intense anger etched across his face, and his focused eyes stare forward. He is dressed in form-fitting athletic attire: a dark blue, short-sleeved cycling jersey made of moisture-wicking fabric, pulled tight around his muscular shoulders, and a sleek, matte-black, aerodynamic helmet strapped securely to his head. He pedals at a relentless, moderate pace, his powerful legs pushing the pedals with a steady, determined rhythm, while his hands grip the handlebars with palpable strength. The entire scene is bathed in cool light—it's an overcast day, blurring colors and accentuating the sheen of sweat on his skin. The background, a soft-focus blur of a city street, ensures the viewer's attention remains focused on the palpable, tense atmosphere created by the man's powerful effort and grim determination\"\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extremely poor visual quality. The resolution is very low, with heavy pixelation and pervasive compression artifacts that obscure details. Color bleeding and digital noise are evident, and there is noticeable frame-to-frame instability. Overall clarity is insufficient to discern fine features or expressions, making it impossible to reliably interpret the intended subject or scene.\n\nText-to-Video Alignment Analysis:\nThere is a complete mismatch between the prompt and what is visible. The prompt describes a muscular, balding African-American man on a bicycle in a tight, frontal close-up with a specific emotional expression and gear. In the frames, no person, bicycle, or urban setting is identifiable; the content appears abstract and distorted, with no coherent human figure or motion corresponding to the described scenario. Consequently, the alignment score should be 1.\n\nPhysical Consistency (Common-sense):\nThe frames do not present any plausible physical interaction or coherent scene. There is no discernible bicycle, rider, or environment, and the imagery is too degraded to evaluate any physical realism or common-sense consistency. This results in a score of 1.\n\nground-truth of Dim-1: 'Visual Quality':\n1\n\nground-truth of Dim-2: 'Text-to-Video Alignment':\n1\n\nground-truth of Dim-3: 'Physical Consistency' (also referred to as Common-sense Consistency):\n1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.15625,
+                    "TA": 1.0,
+                    "MQ": 1.015625,
+                    "Overall": 3.171875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The text prompt describes:\n\n\"tight, frontal close-up pans backward, keeping a muscular, balding African-American man perfectly framed as he rides his bicycle directly toward the camera. His brow is furrowed, his jaw set, an expression of intense anger etched across his face, and his focused eyes stare forward. He is dressed in form-fitting athletic attire: a dark blue, short-sleeved cycling jersey made of moisture-wicking fabric, pulled tight around his muscular shoulders, and a sleek, matte-black, aerodynamic helmet strapped securely to his head. He pedals at a relentless, moderate pace, his powerful legs pushing the pedals with a steady, determined rhythm, while his hands grip the handlebars with palpable strength. The entire scene is bathed in cool light—it's an overcast day, blurring colors and accentuating the sheen of sweat on his skin. The background, a soft-focus blur of a city street, ensures the viewer's attention remains focused on the palpable, tense atmosphere created by the man's powerful effort and grim determination\"\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extremely poor visual quality. The resolution is very low, with heavy pixelation and pervasive compression artifacts that obscure details. Color bleeding and digital noise are evident, and there is noticeable frame-to-frame instability. Overall clarity is insufficient to discern fine features or expressions, making it impossible to reliably interpret the intended subject or scene.\n\nText-to-Video Alignment Analysis:\nThere is a complete mismatch between the prompt and what is visible. The prompt describes a muscular, balding African-American man on a bicycle in a tight, frontal close-up with a specific emotional expression and gear. In the frames, no person, bicycle, or urban setting is identifiable; the content appears abstract and distorted, with no coherent human figure or motion corresponding to the described scenario. Consequently, the alignment score should be 1.\n\nPhysical Consistency (Common-sense):\nThe frames do not present any plausible physical interaction or coherent scene. There is no discernible bicycle, rider, or environment, and the imagery is too degraded to evaluate any physical realism or common-sense consistency. This results in a score of 1.\n\nground-truth of Dim-1: 'Visual Quality':\n1\n\nground-truth of Dim-2: 'Text-to-Video Alignment':\n1\n\nground-truth of Dim-3: 'Physical Consistency' (also referred to as Common-sense Consistency):\n1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_6/index_tensor([1128, 1128])_group_6_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_6/index_tensor([1128, 1128])_group_6_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..36254253f7ff232bf0e9ba04ad76c6aa94bfa5c3
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_6/index_tensor([1128, 1128])_group_6_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "static, slightly high-angled, extreme close-up captures a clean, white paper towel resting on the smooth, dark surface of a polished crystal kitchen counter. The paper towel's subtle diamond-quilted texture is clearly visible, its fibrous surface catching the soft morning light streaming in through an unseen window. A faint, almost imperceptible breeze causes one free edge of the paper towel to rise and fall in a slow, rhythmic, wave-like motion. This movement is subtle and unhurried, a gentle tremor that barely disturbs its otherwise still form, mimicking the slow, deep breathing of a sleeper. Directed light casts long, soft shadows on the counter and creates a gentle sheen on its dark, reflective surface, creating a blurred, abstract reflection of the window. The scene's minimalist color palette, composed of bright whites and dark charcoal, warmed by the golden morning sunlight, creates an atmosphere of quiet, contemplative, and tranquility, transforming an ordinary moment into a visually poetic observation.",
+        "seed": 9712,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_6/index_1128_seed_9712_dp_12_rank_24_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.4296875,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.109375,
+        "video_score2_overall": 3.546875,
+        "avg": 3.546875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, slightly high-angled, extreme close-up captures a clean, white paper towel resting on the smooth, dark surface of a polished crystal kitchen counter. The paper towel's subtle diamond-quilted texture is clearly visible, its fibrous surface catching the soft morning light streaming in through an unseen window. A faint, almost imperceptible breeze causes one free edge of the paper towel to rise and fall in a slow, rhythmic, wave-like motion. This movement is subtle and unhurried, a gentle tremor that barely disturbs its otherwise still form, mimicking the slow, deep breathing of a sleeper. Directed light casts long, soft shadows on the counter and creates a gentle sheen on its dark, reflective surface, creating a blurred, abstract reflection of the window. The scene's minimalist color palette, composed of bright whites and dark charcoal, warmed by the golden morning sunlight, creates an atmosphere of quiet, contemplative, and tranquility, transforming an ordinary moment into a visually poetic observation.",
+                "token_credit_reward": 3.546875,
+                "selected_reward": 3.546875,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, slightly high-angled, extreme close-up shot\n- Clean, white paper towel resting on smooth, dark polished crystal kitchen counter\n- Paper towel with diamond-quilted texture clearly visible\n- Fibrous surface catching soft morning light\n- Faint breeze causing one free edge to rise and fall in slow, rhythmic, wave-like motion\n- Subtle movement, barely disturbing the form\n- Golden morning sunlight streaming in through unseen window\n- Long, soft shadows on counter\n- Gentle sheen on dark, reflective surface\n- Blurred, abstract reflection of window\n- Minimalist color palette (bright whites, dark charcoal)\n- Quiet, contemplative atmosphere\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded across the sequence. The frames exhibit extreme blur, heavy compression artifacts, and pronounced pixelation that obscure details. The imagery is consistently low in resolution, with washed-out colors and a lack of sharpness that persists throughout. There is little to no discernible subject or scene structure, making it impossible to identify objects or their intended relationships. The result is a video that fails to convey any meaningful visual information.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the actual video content. The frames do not reveal a white paper towel, a kitchen counter, morning lighting, or any of the described elements. The content is dominated by abstract patterns and textures that do not map to the requested scene, indicating a complete mismatch with the prompt.\n\nPhysical/Common-sense Consistency:\nBecause the visuals are so degraded, there is no basis to assess physical realism or common-sense coherence. The abstract patterns and lack of recognizable objects prevent any evaluation of plausible interactions or physical behavior. The video cannot demonstrate consistent physics or everyday-world expectations.\n\nOverall assessment:\nThe video exhibits severe deficiencies across all three dimensions, with no recoverable alignment to the prompt and no observable physical coherence.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.4296875,
+                    "TA": 1.0078125,
+                    "MQ": 1.109375,
+                    "Overall": 3.546875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, slightly high-angled, extreme close-up shot\n- Clean, white paper towel resting on smooth, dark polished crystal kitchen counter\n- Paper towel with diamond-quilted texture clearly visible\n- Fibrous surface catching soft morning light\n- Faint breeze causing one free edge to rise and fall in slow, rhythmic, wave-like motion\n- Subtle movement, barely disturbing the form\n- Golden morning sunlight streaming in through unseen window\n- Long, soft shadows on counter\n- Gentle sheen on dark, reflective surface\n- Blurred, abstract reflection of window\n- Minimalist color palette (bright whites, dark charcoal)\n- Quiet, contemplative atmosphere\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded across the sequence. The frames exhibit extreme blur, heavy compression artifacts, and pronounced pixelation that obscure details. The imagery is consistently low in resolution, with washed-out colors and a lack of sharpness that persists throughout. There is little to no discernible subject or scene structure, making it impossible to identify objects or their intended relationships. The result is a video that fails to convey any meaningful visual information.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the actual video content. The frames do not reveal a white paper towel, a kitchen counter, morning lighting, or any of the described elements. The content is dominated by abstract patterns and textures that do not map to the requested scene, indicating a complete mismatch with the prompt.\n\nPhysical/Common-sense Consistency:\nBecause the visuals are so degraded, there is no basis to assess physical realism or common-sense coherence. The abstract patterns and lack of recognizable objects prevent any evaluation of plausible interactions or physical behavior. The video cannot demonstrate consistent physics or everyday-world expectations.\n\nOverall assessment:\nThe video exhibits severe deficiencies across all three dimensions, with no recoverable alignment to the prompt and no observable physical coherence.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static, slightly high-angled, extreme close-up captures a clean, white paper towel resting on the smooth, dark surface of a polished crystal kitchen counter. The paper towel's subtle diamond-quilted texture is clearly visible, its fibrous surface catching the soft morning light streaming in through an unseen window. A faint, almost imperceptible breeze causes one free edge of the paper towel to rise and fall in a slow, rhythmic, wave-like motion. This movement is subtle and unhurried, a gentle tremor that barely disturbs its otherwise still form, mimicking the slow, deep breathing of a sleeper. Directed light casts long, soft shadows on the counter and creates a gentle sheen on its dark, reflective surface, creating a blurred, abstract reflection of the window. The scene's minimalist color palette, composed of bright whites and dark charcoal, warmed by the golden morning sunlight, creates an atmosphere of quiet, contemplative, and tranquility, transforming an ordinary moment into a visually poetic observation.",
+        "seed": 9713,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_6/index_1128_seed_9713_dp_12_rank_24_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.3984375,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.078125,
+        "video_score2_overall": 3.484375,
+        "avg": 3.484375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, slightly high-angled, extreme close-up captures a clean, white paper towel resting on the smooth, dark surface of a polished crystal kitchen counter. The paper towel's subtle diamond-quilted texture is clearly visible, its fibrous surface catching the soft morning light streaming in through an unseen window. A faint, almost imperceptible breeze causes one free edge of the paper towel to rise and fall in a slow, rhythmic, wave-like motion. This movement is subtle and unhurried, a gentle tremor that barely disturbs its otherwise still form, mimicking the slow, deep breathing of a sleeper. Directed light casts long, soft shadows on the counter and creates a gentle sheen on its dark, reflective surface, creating a blurred, abstract reflection of the window. The scene's minimalist color palette, composed of bright whites and dark charcoal, warmed by the golden morning sunlight, creates an atmosphere of quiet, contemplative, and tranquility, transforming an ordinary moment into a visually poetic observation.",
+                "token_credit_reward": 3.484375,
+                "selected_reward": 3.484375,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, slightly high-angled, extreme close-up shot\n- Clean, white paper towel resting on smooth, dark surface of polished crystal kitchen counter\n- Paper towel with diamond-quilted texture clearly visible\n- Fibrous surface catching soft morning light\n- Faint breeze causing one free edge to rise and fall in slow, rhythmic, wave-like motion\n- Subtle movement, barely disturbing the form\n- Long, soft shadows on counter, gentle sheen on dark, reflective surface\n- Blurred, abstract reflection of window\n- Minimalist color palette (bright whites, dark charcoal, warm golden light)\n- Atmosphere of quiet, contemplative, tranquil\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames show severe degradation: heavy pixelation, pervasive noise, and pronounced compression artifacts. Details are indistinct, textures are smeared, and color information is degraded. The overall image quality is extremely poor, with little to no discernible content beyond a coarse, noisy pattern. This aligns with a very low Visual Quality score.\n\nText-to-Video Alignment Analysis:\nThere is a complete mismatch with the prompt. The requested subject (a white paper towel on a polished crystal counter) is not present; instead the frames depict an unrelated textured surface with no recognizable objects or scene structure. The extreme distortion prevents any meaningful alignment assessment, resulting in a Text-to-Video Alignment score of 1.\n\nPhysical/Common-sense Consistency:\nBecause the content is not aligned with the described scenario, there is no coherent physical interaction or common-sense behavior to evaluate. The frames do not demonstrate plausible physics or object relationships, and the overall scene cannot be interpreted as a believable real-world setup. This yields a Physical Consistency score of 1.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.3984375,
+                    "TA": 1.0078125,
+                    "MQ": 1.078125,
+                    "Overall": 3.484375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, slightly high-angled, extreme close-up shot\n- Clean, white paper towel resting on smooth, dark surface of polished crystal kitchen counter\n- Paper towel with diamond-quilted texture clearly visible\n- Fibrous surface catching soft morning light\n- Faint breeze causing one free edge to rise and fall in slow, rhythmic, wave-like motion\n- Subtle movement, barely disturbing the form\n- Long, soft shadows on counter, gentle sheen on dark, reflective surface\n- Blurred, abstract reflection of window\n- Minimalist color palette (bright whites, dark charcoal, warm golden light)\n- Atmosphere of quiet, contemplative, tranquil\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames show severe degradation: heavy pixelation, pervasive noise, and pronounced compression artifacts. Details are indistinct, textures are smeared, and color information is degraded. The overall image quality is extremely poor, with little to no discernible content beyond a coarse, noisy pattern. This aligns with a very low Visual Quality score.\n\nText-to-Video Alignment Analysis:\nThere is a complete mismatch with the prompt. The requested subject (a white paper towel on a polished crystal counter) is not present; instead the frames depict an unrelated textured surface with no recognizable objects or scene structure. The extreme distortion prevents any meaningful alignment assessment, resulting in a Text-to-Video Alignment score of 1.\n\nPhysical/Common-sense Consistency:\nBecause the content is not aligned with the described scenario, there is no coherent physical interaction or common-sense behavior to evaluate. The frames do not demonstrate plausible physics or object relationships, and the overall scene cannot be interpreted as a believable real-world setup. This yields a Physical Consistency score of 1.\n\nGround-truth scores:\n- Visual Quality: 1\n- Text-to-Video Alignment: 1\n- Physical Consistency: 1\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static, slightly high-angled, extreme close-up captures a clean, white paper towel resting on the smooth, dark surface of a polished crystal kitchen counter. The paper towel's subtle diamond-quilted texture is clearly visible, its fibrous surface catching the soft morning light streaming in through an unseen window. A faint, almost imperceptible breeze causes one free edge of the paper towel to rise and fall in a slow, rhythmic, wave-like motion. This movement is subtle and unhurried, a gentle tremor that barely disturbs its otherwise still form, mimicking the slow, deep breathing of a sleeper. Directed light casts long, soft shadows on the counter and creates a gentle sheen on its dark, reflective surface, creating a blurred, abstract reflection of the window. The scene's minimalist color palette, composed of bright whites and dark charcoal, warmed by the golden morning sunlight, creates an atmosphere of quiet, contemplative, and tranquility, transforming an ordinary moment into a visually poetic observation.",
+        "seed": 9714,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_6/index_1128_seed_9714_dp_13_rank_26_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.171875,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.03125,
+        "video_score2_overall": 3.21875,
+        "avg": 3.2109375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, slightly high-angled, extreme close-up captures a clean, white paper towel resting on the smooth, dark surface of a polished crystal kitchen counter. The paper towel's subtle diamond-quilted texture is clearly visible, its fibrous surface catching the soft morning light streaming in through an unseen window. A faint, almost imperceptible breeze causes one free edge of the paper towel to rise and fall in a slow, rhythmic, wave-like motion. This movement is subtle and unhurried, a gentle tremor that barely disturbs its otherwise still form, mimicking the slow, deep breathing of a sleeper. Directed light casts long, soft shadows on the counter and creates a gentle sheen on its dark, reflective surface, creating a blurred, abstract reflection of the window. The scene's minimalist color palette, composed of bright whites and dark charcoal, warmed by the golden morning sunlight, creates an atmosphere of quiet, contemplative, and tranquility, transforming an ordinary moment into a visually poetic observation.",
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, slightly high-angled, extreme close-up shot\n- Clean, white paper towel resting on smooth, dark polished crystal kitchen counter\n- Paper towel with diamond-quilted texture clearly visible\n- Soft morning light streaming in through unseen window\n- Faint breeze causing one free edge to rise and fall in slow, rhythmic, wave-like motion\n- Subtle movement, barely disturbing the form\n- Long, soft shadows on counter, gentle sheen on dark reflective surface\n- Blurred, abstract reflection of window\n- Minimalist color palette (bright whites and dark charcoal)\n- Warmed by golden morning sunlight\n- Atmosphere of quiet, contemplative, and tranquility\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames show severe degradation that dominates the viewing experience. A pronounced grid-like distortion pervades the image, producing a mesh-like texture that obscures details. The resolution is very low, with heavy compression artifacts and noticeable blockiness. Color bleeding and banding are evident, and overall clarity is poor. The sequence remains largely static with minimal motion, but the distortions dominate perception. Overall, visual quality is severely compromised.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested scene. The frames do not depict a white paper towel on a polished crystal counter; instead they present an abstract, distorted pattern with no recognizable objects or surfaces. The intended lighting, textures, and atmospheric qualities are not observable, resulting in a complete mismatch between the prompt and the video content.\n\nPhysical/Common-sense Consistency:\nThe visuals violate basic physical expectations. The grid distortion and lack of coherent geometry prevent any plausible interpretation of space, scale, or material properties. There is no meaningful interaction or motion consistent with real-world physics, and the scene cannot be reconciled with common-sense expectations.\n\nGround-truth scores indicate Visual Quality = 1, Text-to-Video Alignment = 1, Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.171875,
+                    "TA": 1.0078125,
+                    "MQ": 1.03125,
+                    "Overall": 3.21875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, slightly high-angled, extreme close-up shot\n- Clean, white paper towel resting on smooth, dark polished crystal kitchen counter\n- Paper towel with diamond-quilted texture clearly visible\n- Soft morning light streaming in through unseen window\n- Faint breeze causing one free edge to rise and fall in slow, rhythmic, wave-like motion\n- Subtle movement, barely disturbing the form\n- Long, soft shadows on counter, gentle sheen on dark reflective surface\n- Blurred, abstract reflection of window\n- Minimalist color palette (bright whites and dark charcoal)\n- Warmed by golden morning sunlight\n- Atmosphere of quiet, contemplative, and tranquility\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe frames show severe degradation that dominates the viewing experience. A pronounced grid-like distortion pervades the image, producing a mesh-like texture that obscures details. The resolution is very low, with heavy compression artifacts and noticeable blockiness. Color bleeding and banding are evident, and overall clarity is poor. The sequence remains largely static with minimal motion, but the distortions dominate perception. Overall, visual quality is severely compromised.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the requested scene. The frames do not depict a white paper towel on a polished crystal counter; instead they present an abstract, distorted pattern with no recognizable objects or surfaces. The intended lighting, textures, and atmospheric qualities are not observable, resulting in a complete mismatch between the prompt and the video content.\n\nPhysical/Common-sense Consistency:\nThe visuals violate basic physical expectations. The grid distortion and lack of coherent geometry prevent any plausible interpretation of space, scale, or material properties. There is no meaningful interaction or motion consistent with real-world physics, and the scene cannot be reconciled with common-sense expectations.\n\nGround-truth scores indicate Visual Quality = 1, Text-to-Video Alignment = 1, Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static, slightly high-angled, extreme close-up captures a clean, white paper towel resting on the smooth, dark surface of a polished crystal kitchen counter. The paper towel's subtle diamond-quilted texture is clearly visible, its fibrous surface catching the soft morning light streaming in through an unseen window. A faint, almost imperceptible breeze causes one free edge of the paper towel to rise and fall in a slow, rhythmic, wave-like motion. This movement is subtle and unhurried, a gentle tremor that barely disturbs its otherwise still form, mimicking the slow, deep breathing of a sleeper. Directed light casts long, soft shadows on the counter and creates a gentle sheen on its dark, reflective surface, creating a blurred, abstract reflection of the window. The scene's minimalist color palette, composed of bright whites and dark charcoal, warmed by the golden morning sunlight, creates an atmosphere of quiet, contemplative, and tranquility, transforming an ordinary moment into a visually poetic observation.",
+        "seed": 9715,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_6/index_1128_seed_9715_dp_13_rank_26_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 6,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.234375,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.078125,
+        "video_score2_overall": 3.328125,
+        "avg": 3.3203125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, slightly high-angled, extreme close-up captures a clean, white paper towel resting on the smooth, dark surface of a polished crystal kitchen counter. The paper towel's subtle diamond-quilted texture is clearly visible, its fibrous surface catching the soft morning light streaming in through an unseen window. A faint, almost imperceptible breeze causes one free edge of the paper towel to rise and fall in a slow, rhythmic, wave-like motion. This movement is subtle and unhurried, a gentle tremor that barely disturbs its otherwise still form, mimicking the slow, deep breathing of a sleeper. Directed light casts long, soft shadows on the counter and creates a gentle sheen on its dark, reflective surface, creating a blurred, abstract reflection of the window. The scene's minimalist color palette, composed of bright whites and dark charcoal, warmed by the golden morning sunlight, creates an atmosphere of quiet, contemplative, and tranquility, transforming an ordinary moment into a visually poetic observation.",
+                "token_credit_reward": 3.328125,
+                "selected_reward": 3.328125,
+                "frame_importance": [
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+                ],
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
+                    1,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, slightly high-angled, extreme close-up shot\n- Clean, white paper towel resting on smooth, dark surface of polished crystal kitchen counter\n- Paper towel with diamond-quilted texture clearly visible\n- Soft morning light streaming in through unseen window\n- Faint breeze causing one free edge to rise and fall in slow, rhythmic, wave-like motion\n- Movement should be subtle and unhurried, like gentle breathing of a sleeper\n- Long, soft shadows cast on counter\n- Gentle sheen on dark, reflective surface\n- Blurred, abstract reflection of window\n- Minimalist color palette with bright whites and dark charcoal, warm golden morning sunlight\n- Atmosphere of quiet, contemplative, and tranquility\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation and heavy compression artifacts, with pervasive noise and blockiness that obscure details. The imagery is consistently low in resolution, with jagged edges and pronounced aliasing across surfaces. Lighting appears inconsistent and often harsh, further diminishing clarity. The result is a sequence that feels unstable and unpolished, with substantial degradation that makes it difficult to discern fine features or subtle motion cues.\n\nText-to-Video Alignment Analysis:\nThere is a pronounced mismatch between the prompt and the actual video content. The frames do not depict a white paper towel on a polished crystal counter; instead, the scene centers on a dark, textured surface with a honeycomb-like pattern and no clear counter or paper-towel element. The requested soft morning light, gentle edge motion, and atmospheric qualities are not realized. Overall, the alignment to the prompt is essentially non-existent.\n\nPhysical/Common-sense Consistency:\nThe visuals show some basic physical cues (texture, lighting direction, and surface interaction), but they do not coherently reflect the described scenario. The absence of the paper towel and the mismatch with the intended lighting and motion reduce plausibility, though there are no obvious physics violations within the distorted frames themselves. The scene remains internally coherent at a minimal level, but it fails to satisfy the core expectations of the prompt.\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 1.234375,
+                    "TA": 1.0078125,
+                    "MQ": 1.078125,
+                    "Overall": 3.328125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- Static, slightly high-angled, extreme close-up shot\n- Clean, white paper towel resting on smooth, dark surface of polished crystal kitchen counter\n- Paper towel with diamond-quilted texture clearly visible\n- Soft morning light streaming in through unseen window\n- Faint breeze causing one free edge to rise and fall in slow, rhythmic, wave-like motion\n- Movement should be subtle and unhurried, like gentle breathing of a sleeper\n- Long, soft shadows cast on counter\n- Gentle sheen on dark, reflective surface\n- Blurred, abstract reflection of window\n- Minimalist color palette with bright whites and dark charcoal, warm golden morning sunlight\n- Atmosphere of quiet, contemplative, and tranquility\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation and heavy compression artifacts, with pervasive noise and blockiness that obscure details. The imagery is consistently low in resolution, with jagged edges and pronounced aliasing across surfaces. Lighting appears inconsistent and often harsh, further diminishing clarity. The result is a sequence that feels unstable and unpolished, with substantial degradation that makes it difficult to discern fine features or subtle motion cues.\n\nText-to-Video Alignment Analysis:\nThere is a pronounced mismatch between the prompt and the actual video content. The frames do not depict a white paper towel on a polished crystal counter; instead, the scene centers on a dark, textured surface with a honeycomb-like pattern and no clear counter or paper-towel element. The requested soft morning light, gentle edge motion, and atmospheric qualities are not realized. Overall, the alignment to the prompt is essentially non-existent.\n\nPhysical/Common-sense Consistency:\nThe visuals show some basic physical cues (texture, lighting direction, and surface interaction), but they do not coherently reflect the described scenario. The absence of the paper towel and the mismatch with the intended lighting and motion reduce plausibility, though there are no obvious physics violations within the distorted frames themselves. The scene remains internally coherent at a minimal level, but it fails to satisfy the core expectations of the prompt.\n\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_7/index_tensor([5666, 5666])_group_7_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_7/index_tensor([5666, 5666])_group_7_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..08f81d88ab89672c87a62d20c7a13a36507b05b7
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_7/index_tensor([5666, 5666])_group_7_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "low-angle, tightly framed close-up, rendered in surreal CGI, focuses on the hypnotic movement of an ethereal creature, the camera gliding smoothly along it, tracing its path. Composed not of flesh but of pure, shimmering light and translucent spectral scales that move through an iridescent palette of cyan, magenta, and silver, gliding with uncanny grace. Its form is fluid and mesmerizing, appearing almost liquid as it falls upon the gnarled, dark brown roots of an ancient, fog-shrouded tree. The massive roots, covered in a mat of damp, velvety green moss, twist and curl like a petrified serpent. The ghost, the only source of light in the dim forest, casts a cool, otherworldly glow that illuminates the intricate, damp textures of the bark and blends into the thick, swirling mist, creating a radiant aura. Its movement is a single, uninterrupted, sinuous wave that flows steadily and deliberately over each wooden contour, without friction, in a captivating and silent dance that establishes an enchanting atmosphere of mystery and profound depth.",
+        "seed": 21599,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A low-angle, tightly framed close-up shot\n- Rendered in surreal CGI\n- Focuses on hypnotic movement of an ethereal creature\n- Camera gliding smoothly along it, tracing its path\n- Composed not of flesh but of pure, shimmering light and translucent spectral scales\n- Moving through iridescent palette of cyan, magenta, and silver\n- Fluid and mesmerizing movement, almost liquid as it falls\n- Upon gnarled, dark brown roots of an ancient, fog-shrouded tree\n- Massive roots covered in mat of damp, velvety green moss\n- Twisting and curling like a petrified serpent\n- Ghost, source of light in dim forest\n- Casting cool, otherworldly glow that illuminates intricate, damp textures of bark\n- Blending into thick, swirling mist, creating radiant aura\n- Movement is single, uninterrupted, sinuous wave flowing steadily and deliberately\n- Over each wooden contour, without friction\n- Captivating and silent dance establishing enchanting atmosphere of mystery and profound depth\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation, heavy compression artifacts, and pervasive noise that obscure details. The imagery reads as a coarse, grainy texture rather than a coherent scene, with color bleeding and inconsistent rendering across frames. The result is effectively unusable for meaningful interpretation or aesthetic appreciation, indicating a very low level of visual fidelity.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the actual video content. The frames do not depict the described ethereal creature, its movement, the forest setting, or the lighting dynamics. Instead, they present a generic textured surface with no discernible subject or action, reflecting a complete mismatch with the requested narrative and visuals.\n\nPhysical/Common-sense Consistency:\nFrom a basic physical standpoint, there is no evident violation of fundamental laws within the limited frame content. However, due to the severe degradation, any assessment of motion, interaction, or environmental behavior is not feasible. The content remains largely indecipherable, so a definitive evaluation of physical consistency cannot be made beyond noting the absence of obvious contradictions.\n\nOverall assessment:\nThe video demonstrates severe deficiencies in visual quality and text-to-video alignment, with only minimal, non-informative hints of physical plausibility remaining. The combination yields a low-quality, largely incomprehensible result.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 1.28125,
+                    "TA": 1.015625,
+                    "MQ": 1.078125,
+                    "Overall": 3.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A low-angle, tightly framed close-up shot\n- Rendered in surreal CGI\n- Focuses on hypnotic movement of an ethereal creature\n- Camera gliding smoothly along it, tracing its path\n- Composed not of flesh but of pure, shimmering light and translucent spectral scales\n- Moving through iridescent palette of cyan, magenta, and silver\n- Fluid and mesmerizing movement, almost liquid as it falls\n- Upon gnarled, dark brown roots of an ancient, fog-shrouded tree\n- Massive roots covered in mat of damp, velvety green moss\n- Twisting and curling like a petrified serpent\n- Ghost, source of light in dim forest\n- Casting cool, otherworldly glow that illuminates intricate, damp textures of bark\n- Blending into thick, swirling mist, creating radiant aura\n- Movement is single, uninterrupted, sinuous wave flowing steadily and deliberately\n- Over each wooden contour, without friction\n- Captivating and silent dance establishing enchanting atmosphere of mystery and profound depth\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation, heavy compression artifacts, and pervasive noise that obscure details. The imagery reads as a coarse, grainy texture rather than a coherent scene, with color bleeding and inconsistent rendering across frames. The result is effectively unusable for meaningful interpretation or aesthetic appreciation, indicating a very low level of visual fidelity.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment between the prompt and the actual video content. The frames do not depict the described ethereal creature, its movement, the forest setting, or the lighting dynamics. Instead, they present a generic textured surface with no discernible subject or action, reflecting a complete mismatch with the requested narrative and visuals.\n\nPhysical/Common-sense Consistency:\nFrom a basic physical standpoint, there is no evident violation of fundamental laws within the limited frame content. However, due to the severe degradation, any assessment of motion, interaction, or environmental behavior is not feasible. The content remains largely indecipherable, so a definitive evaluation of physical consistency cannot be made beyond noting the absence of obvious contradictions.\n\nOverall assessment:\nThe video demonstrates severe deficiencies in visual quality and text-to-video alignment, with only minimal, non-informative hints of physical plausibility remaining. The combination yields a low-quality, largely incomprehensible result.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 2"
+        ]
+    },
+    {
+        "prompt": "low-angle, tightly framed close-up, rendered in surreal CGI, focuses on the hypnotic movement of an ethereal creature, the camera gliding smoothly along it, tracing its path. Composed not of flesh but of pure, shimmering light and translucent spectral scales that move through an iridescent palette of cyan, magenta, and silver, gliding with uncanny grace. Its form is fluid and mesmerizing, appearing almost liquid as it falls upon the gnarled, dark brown roots of an ancient, fog-shrouded tree. The massive roots, covered in a mat of damp, velvety green moss, twist and curl like a petrified serpent. The ghost, the only source of light in the dim forest, casts a cool, otherworldly glow that illuminates the intricate, damp textures of the bark and blends into the thick, swirling mist, creating a radiant aura. Its movement is a single, uninterrupted, sinuous wave that flows steadily and deliberately over each wooden contour, without friction, in a captivating and silent dance that establishes an enchanting atmosphere of mystery and profound depth.",
+        "seed": 21600,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_7/index_5666_seed_21600_dp_14_rank_28_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 7,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.34375,
+        "video_score2_ta": 1.0234375,
+        "video_score2_mq": 1.1015625,
+        "video_score2_overall": 3.46875,
+        "avg": 3.46875,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle, tightly framed close-up, rendered in surreal CGI, focuses on the hypnotic movement of an ethereal creature, the camera gliding smoothly along it, tracing its path. Composed not of flesh but of pure, shimmering light and translucent spectral scales that move through an iridescent palette of cyan, magenta, and silver, gliding with uncanny grace. Its form is fluid and mesmerizing, appearing almost liquid as it falls upon the gnarled, dark brown roots of an ancient, fog-shrouded tree. The massive roots, covered in a mat of damp, velvety green moss, twist and curl like a petrified serpent. The ghost, the only source of light in the dim forest, casts a cool, otherworldly glow that illuminates the intricate, damp textures of the bark and blends into the thick, swirling mist, creating a radiant aura. Its movement is a single, uninterrupted, sinuous wave that flows steadily and deliberately over each wooden contour, without friction, in a captivating and silent dance that establishes an enchanting atmosphere of mystery and profound depth.",
+                "token_credit_reward": 3.46875,
+                "selected_reward": 3.46875,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A low-angle, tightly framed close-up shot\n- Rendered in surreal CGI\n- Focuses on hypnotic movement of an ethereal creature\n- Camera gliding smoothly along it, tracing its path\n- Composed not of flesh but of pure, shimmering light and translucent spectral scales\n- Moving through iridescent palette of cyan, magenta, and silver\n- Gliding with uncanny grace\n- Fluid and mesmerizing form, appearing almost liquid\n- Falling upon gnarled, dark brown roots of an ancient, fog-shrouded tree\n- Massive roots covered in mat of damp, velvety green moss\n- Twisting and curling like a petrified serpent\n- Ghost, source of light in dim forest\n- Casting cool, otherworldly glow\n- Illuminating intricate, damp textures of bark\n- Blending into thick, swirling mist\n- Creating radiant aura\n- Movement is single, uninterrupted, sinuous wave\n- Flows steadily and deliberately over each wooden contour\n- Without friction, in captivating and silent dance\n- Establishes enchanting atmosphere of mystery and profound depth\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit heavy pixelation, pronounced compression artifacts, and pervasive digital noise that obscure details. Color rendering is inconsistent, with frequent banding and color clipping, and there is noticeable frame-to-frame instability that disrupts coherence. The result is a consistently low-fidelity presentation with little discernible detail or polish.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is minimal. While some cyan/blue hues appear, the essential elements described—flesh-like material, translucent spectral scales, a clearly defined ethereal creature, a smooth glide along a path, and interaction with a dim forest setting—are not realized. The imagery remains abstract and fragmented, with no convincing mapping to the requested narrative or visuals.\n\nPhysical/Common-sense Consistency:\nThere is no coherent physical logic or common-sense grounding. The visuals do not establish plausible interactions with the environment (roots, moss, bark, mist) nor consistent lighting or motion that would support a believable scene. The result is a disjointed, incoherent depiction that fails to convey a grounded, physically plausible scenario.\n\nOverall assessment:\nThe video demonstrates severe deficiencies across all three dimensions, with no reliable alignment to the prompt and minimal perceptual coherence.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.34375,
+                    "TA": 1.0234375,
+                    "MQ": 1.1015625,
+                    "Overall": 3.46875
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A low-angle, tightly framed close-up shot\n- Rendered in surreal CGI\n- Focuses on hypnotic movement of an ethereal creature\n- Camera gliding smoothly along it, tracing its path\n- Composed not of flesh but of pure, shimmering light and translucent spectral scales\n- Moving through iridescent palette of cyan, magenta, and silver\n- Gliding with uncanny grace\n- Fluid and mesmerizing form, appearing almost liquid\n- Falling upon gnarled, dark brown roots of an ancient, fog-shrouded tree\n- Massive roots covered in mat of damp, velvety green moss\n- Twisting and curling like a petrified serpent\n- Ghost, source of light in dim forest\n- Casting cool, otherworldly glow\n- Illuminating intricate, damp textures of bark\n- Blending into thick, swirling mist\n- Creating radiant aura\n- Movement is single, uninterrupted, sinuous wave\n- Flows steadily and deliberately over each wooden contour\n- Without friction, in captivating and silent dance\n- Establishes enchanting atmosphere of mystery and profound depth\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit heavy pixelation, pronounced compression artifacts, and pervasive digital noise that obscure details. Color rendering is inconsistent, with frequent banding and color clipping, and there is noticeable frame-to-frame instability that disrupts coherence. The result is a consistently low-fidelity presentation with little discernible detail or polish.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is minimal. While some cyan/blue hues appear, the essential elements described—flesh-like material, translucent spectral scales, a clearly defined ethereal creature, a smooth glide along a path, and interaction with a dim forest setting—are not realized. The imagery remains abstract and fragmented, with no convincing mapping to the requested narrative or visuals.\n\nPhysical/Common-sense Consistency:\nThere is no coherent physical logic or common-sense grounding. The visuals do not establish plausible interactions with the environment (roots, moss, bark, mist) nor consistent lighting or motion that would support a believable scene. The result is a disjointed, incoherent depiction that fails to convey a grounded, physically plausible scenario.\n\nOverall assessment:\nThe video demonstrates severe deficiencies across all three dimensions, with no reliable alignment to the prompt and minimal perceptual coherence.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "low-angle, tightly framed close-up, rendered in surreal CGI, focuses on the hypnotic movement of an ethereal creature, the camera gliding smoothly along it, tracing its path. Composed not of flesh but of pure, shimmering light and translucent spectral scales that move through an iridescent palette of cyan, magenta, and silver, gliding with uncanny grace. Its form is fluid and mesmerizing, appearing almost liquid as it falls upon the gnarled, dark brown roots of an ancient, fog-shrouded tree. The massive roots, covered in a mat of damp, velvety green moss, twist and curl like a petrified serpent. The ghost, the only source of light in the dim forest, casts a cool, otherworldly glow that illuminates the intricate, damp textures of the bark and blends into the thick, swirling mist, creating a radiant aura. Its movement is a single, uninterrupted, sinuous wave that flows steadily and deliberately over each wooden contour, without friction, in a captivating and silent dance that establishes an enchanting atmosphere of mystery and profound depth.",
+        "seed": 21601,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_7/index_5666_seed_21601_dp_15_rank_30_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 7,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.7421875,
+        "video_score2_ta": 1.109375,
+        "video_score2_mq": 1.5390625,
+        "video_score2_overall": 4.375,
+        "avg": 4.390625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle, tightly framed close-up, rendered in surreal CGI, focuses on the hypnotic movement of an ethereal creature, the camera gliding smoothly along it, tracing its path. Composed not of flesh but of pure, shimmering light and translucent spectral scales that move through an iridescent palette of cyan, magenta, and silver, gliding with uncanny grace. Its form is fluid and mesmerizing, appearing almost liquid as it falls upon the gnarled, dark brown roots of an ancient, fog-shrouded tree. The massive roots, covered in a mat of damp, velvety green moss, twist and curl like a petrified serpent. The ghost, the only source of light in the dim forest, casts a cool, otherworldly glow that illuminates the intricate, damp textures of the bark and blends into the thick, swirling mist, creating a radiant aura. Its movement is a single, uninterrupted, sinuous wave that flows steadily and deliberately over each wooden contour, without friction, in a captivating and silent dance that establishes an enchanting atmosphere of mystery and profound depth.",
+                "token_credit_reward": 4.375,
+                "selected_reward": 4.375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, tightly framed close-up focusing on a hypnotic ethereal creature rendered in surreal CGI. It emphasizes fluid, mesmerizing motion, a form that appears almost liquid, and a descent onto gnarled, dark brown roots of an ancient, fog-shrouded tree. The scene should feature a ghost-like being with translucent spectral scales moving through an iridescent palette of cyan, magenta, and silver, gliding with uncanny grace, while the camera glides smoothly to trace the creature's path.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are dominated by heavy blur and pronounced artifacts. The imagery is consistently low in clarity, with substantial noise and compression effects that obscure details. Color bleeding and edge distortions are common, and the overall presentation lacks sharpness and polish. The result is a visually poor experience, with limited discernible content due to pervasive degradation.\n\nText-to-Video Alignment Assessment:\nThere is partial alignment with the prompt: some blue/cyan tones and a general sense of ethereal lighting appear, and there is a suggestion of movement. However, key elements described in the prompt—specifically the close-up framing, the precise interaction with the tree roots, and the detailed rendering of translucent spectral scales—are not clearly realized. Overall, the alignment is moderate rather than strong.\n\nPhysical/Common-sense Consistency Assessment:\nThe sequence shows basic coherence in lighting and motion, but the heavy blur and lack of detail prevent a confident assessment of physical plausibility. There are no obvious gross violations of basic physics, yet the extreme visual degradation prevents a reliable evaluation of interactions or scale behavior.\n\nScoring Rationale:\nVisual quality is severely degraded (score 1). Text-to-video alignment is moderate (score 3), reflecting partial adherence to the prompt but missing critical details. Physical/common-sense consistency is limited (score 2), with only minimal coherence observable due to the visual constraints.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 2\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 3,
+                    "MQ": 2
+                },
+                "soft_scores": {
+                    "VQ": 1.7421875,
+                    "TA": 1.109375,
+                    "MQ": 1.5390625,
+                    "Overall": 4.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, tightly framed close-up focusing on a hypnotic ethereal creature rendered in surreal CGI. It emphasizes fluid, mesmerizing motion, a form that appears almost liquid, and a descent onto gnarled, dark brown roots of an ancient, fog-shrouded tree. The scene should feature a ghost-like being with translucent spectral scales moving through an iridescent palette of cyan, magenta, and silver, gliding with uncanny grace, while the camera glides smoothly to trace the creature's path.\n\nVisual Quality Assessment:\nAcross the frames, the visuals are dominated by heavy blur and pronounced artifacts. The imagery is consistently low in clarity, with substantial noise and compression effects that obscure details. Color bleeding and edge distortions are common, and the overall presentation lacks sharpness and polish. The result is a visually poor experience, with limited discernible content due to pervasive degradation.\n\nText-to-Video Alignment Assessment:\nThere is partial alignment with the prompt: some blue/cyan tones and a general sense of ethereal lighting appear, and there is a suggestion of movement. However, key elements described in the prompt—specifically the close-up framing, the precise interaction with the tree roots, and the detailed rendering of translucent spectral scales—are not clearly realized. Overall, the alignment is moderate rather than strong.\n\nPhysical/Common-sense Consistency Assessment:\nThe sequence shows basic coherence in lighting and motion, but the heavy blur and lack of detail prevent a confident assessment of physical plausibility. There are no obvious gross violations of basic physics, yet the extreme visual degradation prevents a reliable evaluation of interactions or scale behavior.\n\nScoring Rationale:\nVisual quality is severely degraded (score 1). Text-to-video alignment is moderate (score 3), reflecting partial adherence to the prompt but missing critical details. Physical/common-sense consistency is limited (score 2), with only minimal coherence observable due to the visual constraints.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 3\n(3) physical/common-sense consistency: 2"
+        ]
+    },
+    {
+        "prompt": "low-angle, tightly framed close-up, rendered in surreal CGI, focuses on the hypnotic movement of an ethereal creature, the camera gliding smoothly along it, tracing its path. Composed not of flesh but of pure, shimmering light and translucent spectral scales that move through an iridescent palette of cyan, magenta, and silver, gliding with uncanny grace. Its form is fluid and mesmerizing, appearing almost liquid as it falls upon the gnarled, dark brown roots of an ancient, fog-shrouded tree. The massive roots, covered in a mat of damp, velvety green moss, twist and curl like a petrified serpent. The ghost, the only source of light in the dim forest, casts a cool, otherworldly glow that illuminates the intricate, damp textures of the bark and blends into the thick, swirling mist, creating a radiant aura. Its movement is a single, uninterrupted, sinuous wave that flows steadily and deliberately over each wooden contour, without friction, in a captivating and silent dance that establishes an enchanting atmosphere of mystery and profound depth.",
+        "seed": 21602,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_7/index_5666_seed_21602_dp_15_rank_30_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 7,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.2109375,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.0625,
+        "video_score2_overall": 3.28125,
+        "avg": 3.2890625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "low-angle, tightly framed close-up, rendered in surreal CGI, focuses on the hypnotic movement of an ethereal creature, the camera gliding smoothly along it, tracing its path. Composed not of flesh but of pure, shimmering light and translucent spectral scales that move through an iridescent palette of cyan, magenta, and silver, gliding with uncanny grace. Its form is fluid and mesmerizing, appearing almost liquid as it falls upon the gnarled, dark brown roots of an ancient, fog-shrouded tree. The massive roots, covered in a mat of damp, velvety green moss, twist and curl like a petrified serpent. The ghost, the only source of light in the dim forest, casts a cool, otherworldly glow that illuminates the intricate, damp textures of the bark and blends into the thick, swirling mist, creating a radiant aura. Its movement is a single, uninterrupted, sinuous wave that flows steadily and deliberately over each wooden contour, without friction, in a captivating and silent dance that establishes an enchanting atmosphere of mystery and profound depth.",
+                "token_credit_reward": 3.28125,
+                "selected_reward": 3.28125,
+                "frame_importance": [
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+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
+                    1,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, tightly framed close-up rendered in surreal CGI focusing on the hypnotic movement of an ethereal creature. The creature is composed of pure shimmering light and translucent spectral scales moving through an iridescent palette of cyan, magenta, and silver, gliding with uncanny grace. Its form is fluid and mesmerizing, appearing almost liquid as it falls upon gnarled, dark brown roots of an ancient, fog-shrouded tree. The massive roots are covered in a mat of damp, velvety green moss, twisting and curling like a petrified serpent. The ghost is the only source of light in the dim forest, casting a cool, otherworldly glow that illuminates the intricate, damp textures of the bark and blends into the thick, swirling mist, creating a radiant aura. Its movement is a single, uninterrupted, sinuous wave that flows steadily and deliberately over each wooden contour, without friction, in a captivating and silent dance that establishes an enchanting atmosphere of mystery and profound depth\n\nVisual Quality Assessment:\nAcross the frames, the visuals are severely degraded. The resolution is very low with pronounced pixelation and heavy compression artifacts. A persistent grid-like pattern overlays the image, and color fidelity is poor with washed-out tones and noticeable noise. There is little to no smooth motion; instead, the sequence feels static or with abrupt transitions. Overall, the video presents a highly corrupted and unpolished appearance, making it difficult to discern details or appreciate any artistic merit.\n\nText-to-Video Alignment Assessment:\nThere is essentially no meaningful correspondence between the prompt and what is visible. The frames do not reveal the described ethereal creature, its luminous scales, or its interaction with the forest setting. The content appears as abstract digital noise rather than the intended narrative, resulting in a near-total misalignment with the prompt.\n\nPhysical/Common-sense Consistency Assessment:\nThe imagery lacks coherent physical structure or plausible behavior. The scene does not exhibit believable lighting, material properties, or spatial relationships, and the distortions prevent any credible interpretation of physical dynamics. The result is a fundamentally inconsistent depiction that fails basic common-sense expectations.\n\nScoring Rationale:\nGiven the severe degradation and lack of alignment, all three dimensions receive the lowest possible score. Visual quality is extremely poor due to extreme artifacts and low fidelity. Text-to-video alignment is effectively non-existent, and physical/common-sense consistency is not demonstrable due to the corruption.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.2109375,
+                    "TA": 1.015625,
+                    "MQ": 1.0625,
+                    "Overall": 3.28125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nText Prompt Analysis:\nThe prompt describes a low-angle, tightly framed close-up rendered in surreal CGI focusing on the hypnotic movement of an ethereal creature. The creature is composed of pure shimmering light and translucent spectral scales moving through an iridescent palette of cyan, magenta, and silver, gliding with uncanny grace. Its form is fluid and mesmerizing, appearing almost liquid as it falls upon gnarled, dark brown roots of an ancient, fog-shrouded tree. The massive roots are covered in a mat of damp, velvety green moss, twisting and curling like a petrified serpent. The ghost is the only source of light in the dim forest, casting a cool, otherworldly glow that illuminates the intricate, damp textures of the bark and blends into the thick, swirling mist, creating a radiant aura. Its movement is a single, uninterrupted, sinuous wave that flows steadily and deliberately over each wooden contour, without friction, in a captivating and silent dance that establishes an enchanting atmosphere of mystery and profound depth\n\nVisual Quality Assessment:\nAcross the frames, the visuals are severely degraded. The resolution is very low with pronounced pixelation and heavy compression artifacts. A persistent grid-like pattern overlays the image, and color fidelity is poor with washed-out tones and noticeable noise. There is little to no smooth motion; instead, the sequence feels static or with abrupt transitions. Overall, the video presents a highly corrupted and unpolished appearance, making it difficult to discern details or appreciate any artistic merit.\n\nText-to-Video Alignment Assessment:\nThere is essentially no meaningful correspondence between the prompt and what is visible. The frames do not reveal the described ethereal creature, its luminous scales, or its interaction with the forest setting. The content appears as abstract digital noise rather than the intended narrative, resulting in a near-total misalignment with the prompt.\n\nPhysical/Common-sense Consistency Assessment:\nThe imagery lacks coherent physical structure or plausible behavior. The scene does not exhibit believable lighting, material properties, or spatial relationships, and the distortions prevent any credible interpretation of physical dynamics. The result is a fundamentally inconsistent depiction that fails basic common-sense expectations.\n\nScoring Rationale:\nGiven the severe degradation and lack of alignment, all three dimensions receive the lowest possible score. Visual quality is extremely poor due to extreme artifacts and low fidelity. Text-to-video alignment is effectively non-existent, and physical/common-sense consistency is not demonstrable due to the corruption.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_8/index_tensor([3547, 3547])_group_8_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_8/index_tensor([3547, 3547])_group_8_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..640885e73e563dc68a5dd1d73028af5c275c682c
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_8/index_tensor([3547, 3547])_group_8_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "static, high-angle close-up meticulously captures the accelerating melting of a crystal ice cube on a polished black granite countertop. Initially, the cube's outline is sharp, its facets catching the focused, warm overhead light, creating a brilliant glow. As the process unfolds, its sharp edges gradually blur, its geometric structure softening, giving way to a liquid form. A delicate ring of water meticulously forms at its base, steadily expanding outward across the dark, reflective surface. Instantly, the cube shrinks to its final, translucent fragment, temporarily floating in the center of a growing, shimmering pool. It dissolves completely, leaving behind only a still, circular puddle, its calm surface perfectly reflecting the single light source. Against a soft-focus background, the green digital display on a stainless steel microwave rapidly changes, blinking to zero, visually synchronizing the complete transformation of the ice and creating a quiet, focused atmosphere that speaks to the relentless passage of time.",
+        "seed": 24662,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_8/index_3547_seed_24662_dp_16_rank_32_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.109375,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.015625,
+        "video_score2_overall": 3.140625,
+        "avg": 3.1328125,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, high-angle close-up meticulously captures the accelerating melting of a crystal ice cube on a polished black granite countertop. Initially, the cube's outline is sharp, its facets catching the focused, warm overhead light, creating a brilliant glow. As the process unfolds, its sharp edges gradually blur, its geometric structure softening, giving way to a liquid form. A delicate ring of water meticulously forms at its base, steadily expanding outward across the dark, reflective surface. Instantly, the cube shrinks to its final, translucent fragment, temporarily floating in the center of a growing, shimmering pool. It dissolves completely, leaving behind only a still, circular puddle, its calm surface perfectly reflecting the single light source. Against a soft-focus background, the green digital display on a stainless steel microwave rapidly changes, blinking to zero, visually synchronizing the complete transformation of the ice and creating a quiet, focused atmosphere that speaks to the relentless passage of time.",
+                "token_credit_reward": 3.140625,
+                "selected_reward": 3.140625,
+                "frame_importance": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The prompt describes a detailed sequence involving a crystal ice cube melting on a polished black granite countertop, with specific visual cues and timing.\n\nLooking at the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extremely poor visual quality. The resolution is very low, with heavy pixelation and pervasive artifacts. There is pronounced noise and color banding, and the overall image is blurred and unstable. Details are indistinct, and there is noticeable frame-to-frame flicker or jitter, making it difficult to discern objects or their motion. Overall, the video presents a severely degraded visual experience.\n\nText-to-Video Alignment Analysis:\nThe prompt requires a static, high-angle close-up of a crystal ice cube melting on a polished black granite countertop, with a visible green digital display on a stainless steel microwave and a precise sequence of events. In the actual frames, these key elements are not identifiable: there is no clear ice cube, no granite countertop, no microwave, and no observable melting progression. The content fails to reflect the described scenario, indicating a strong misalignment between the prompt and the video.\n\nPhysical/Common-sense Consistency:\nBecause the visuals are so degraded, assessing physical realism or common-sense coherence is not feasible. There are no discernible physical interactions or plausible dynamics to evaluate; the scene cannot be interpreted as a physically consistent depiction of the described experiment.\n\nOverall assessment:\nAll three dimensions show severe deficiencies: Visual Quality is critically poor, Text-to-Video Alignment is essentially incorrect, and Physical/Common-sense Consistency cannot be meaningfully evaluated due to the degraded imagery.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.109375,
+                    "TA": 1.0078125,
+                    "MQ": 1.015625,
+                    "Overall": 3.140625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The prompt describes a detailed sequence involving a crystal ice cube melting on a polished black granite countertop, with specific visual cues and timing.\n\nLooking at the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extremely poor visual quality. The resolution is very low, with heavy pixelation and pervasive artifacts. There is pronounced noise and color banding, and the overall image is blurred and unstable. Details are indistinct, and there is noticeable frame-to-frame flicker or jitter, making it difficult to discern objects or their motion. Overall, the video presents a severely degraded visual experience.\n\nText-to-Video Alignment Analysis:\nThe prompt requires a static, high-angle close-up of a crystal ice cube melting on a polished black granite countertop, with a visible green digital display on a stainless steel microwave and a precise sequence of events. In the actual frames, these key elements are not identifiable: there is no clear ice cube, no granite countertop, no microwave, and no observable melting progression. The content fails to reflect the described scenario, indicating a strong misalignment between the prompt and the video.\n\nPhysical/Common-sense Consistency:\nBecause the visuals are so degraded, assessing physical realism or common-sense coherence is not feasible. There are no discernible physical interactions or plausible dynamics to evaluate; the scene cannot be interpreted as a physically consistent depiction of the described experiment.\n\nOverall assessment:\nAll three dimensions show severe deficiencies: Visual Quality is critically poor, Text-to-Video Alignment is essentially incorrect, and Physical/Common-sense Consistency cannot be meaningfully evaluated due to the degraded imagery.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static, high-angle close-up meticulously captures the accelerating melting of a crystal ice cube on a polished black granite countertop. Initially, the cube's outline is sharp, its facets catching the focused, warm overhead light, creating a brilliant glow. As the process unfolds, its sharp edges gradually blur, its geometric structure softening, giving way to a liquid form. A delicate ring of water meticulously forms at its base, steadily expanding outward across the dark, reflective surface. Instantly, the cube shrinks to its final, translucent fragment, temporarily floating in the center of a growing, shimmering pool. It dissolves completely, leaving behind only a still, circular puddle, its calm surface perfectly reflecting the single light source. Against a soft-focus background, the green digital display on a stainless steel microwave rapidly changes, blinking to zero, visually synchronizing the complete transformation of the ice and creating a quiet, focused atmosphere that speaks to the relentless passage of time.",
+        "seed": 24663,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_8/index_3547_seed_24663_dp_16_rank_32_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.2109375,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.046875,
+        "video_score2_overall": 3.265625,
+        "avg": 3.265625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, high-angle close-up meticulously captures the accelerating melting of a crystal ice cube on a polished black granite countertop. Initially, the cube's outline is sharp, its facets catching the focused, warm overhead light, creating a brilliant glow. As the process unfolds, its sharp edges gradually blur, its geometric structure softening, giving way to a liquid form. A delicate ring of water meticulously forms at its base, steadily expanding outward across the dark, reflective surface. Instantly, the cube shrinks to its final, translucent fragment, temporarily floating in the center of a growing, shimmering pool. It dissolves completely, leaving behind only a still, circular puddle, its calm surface perfectly reflecting the single light source. Against a soft-focus background, the green digital display on a stainless steel microwave rapidly changes, blinking to zero, visually synchronizing the complete transformation of the ice and creating a quiet, focused atmosphere that speaks to the relentless passage of time.",
+                "token_credit_reward": 3.265625,
+                "selected_reward": 3.265625,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The prompt describes a detailed sequence involving a crystal ice cube melting on a polished black granite countertop, with specific visual cues and timing.\n\nLooking at the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extremely poor visual quality. The resolution is very low, with heavy pixelation and pervasive compression artifacts. There is pronounced noise and grain, and color rendering is inconsistent with noticeable banding. The overall image fidelity is so degraded that fine details are unrecoverable, making it impossible to discern the intended subjects or scene elements.\n\nText-to-Video Alignment Analysis:\nThe prompt outlines a precise sequence (static, high-angle close-up; accelerating melting; sharp initial outline; warm overhead lighting; progressive blurring; formation of a liquid ring; shrinkage to a final translucent fragment; floating in a pool; dissolution into a still puddle). In the actual frames, none of these elements are identifiable due to the severe degradation. The content cannot be reliably matched to the described scenario, indicating essentially no alignment between the prompt and the video.\n\nPhysical/Common-sense Consistency:\nBecause the visuals are not interpretable, there is no basis to assess physical plausibility or common-sense behavior. Any evaluation of dynamics or interactions would be guesswork, and the frames do not provide credible evidence of consistent physical behavior.\n\nOverall assessment:\nGiven the extreme degradation, all three dimensions receive the lowest possible score.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.2109375,
+                    "TA": 1.0078125,
+                    "MQ": 1.046875,
+                    "Overall": 3.265625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The prompt describes a detailed sequence involving a crystal ice cube melting on a polished black granite countertop, with specific visual cues and timing.\n\nLooking at the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extremely poor visual quality. The resolution is very low, with heavy pixelation and pervasive compression artifacts. There is pronounced noise and grain, and color rendering is inconsistent with noticeable banding. The overall image fidelity is so degraded that fine details are unrecoverable, making it impossible to discern the intended subjects or scene elements.\n\nText-to-Video Alignment Analysis:\nThe prompt outlines a precise sequence (static, high-angle close-up; accelerating melting; sharp initial outline; warm overhead lighting; progressive blurring; formation of a liquid ring; shrinkage to a final translucent fragment; floating in a pool; dissolution into a still puddle). In the actual frames, none of these elements are identifiable due to the severe degradation. The content cannot be reliably matched to the described scenario, indicating essentially no alignment between the prompt and the video.\n\nPhysical/Common-sense Consistency:\nBecause the visuals are not interpretable, there is no basis to assess physical plausibility or common-sense behavior. Any evaluation of dynamics or interactions would be guesswork, and the frames do not provide credible evidence of consistent physical behavior.\n\nOverall assessment:\nGiven the extreme degradation, all three dimensions receive the lowest possible score.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static, high-angle close-up meticulously captures the accelerating melting of a crystal ice cube on a polished black granite countertop. Initially, the cube's outline is sharp, its facets catching the focused, warm overhead light, creating a brilliant glow. As the process unfolds, its sharp edges gradually blur, its geometric structure softening, giving way to a liquid form. A delicate ring of water meticulously forms at its base, steadily expanding outward across the dark, reflective surface. Instantly, the cube shrinks to its final, translucent fragment, temporarily floating in the center of a growing, shimmering pool. It dissolves completely, leaving behind only a still, circular puddle, its calm surface perfectly reflecting the single light source. Against a soft-focus background, the green digital display on a stainless steel microwave rapidly changes, blinking to zero, visually synchronizing the complete transformation of the ice and creating a quiet, focused atmosphere that speaks to the relentless passage of time.",
+        "seed": 24664,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_8/index_3547_seed_24664_dp_17_rank_34_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.2109375,
+        "video_score2_ta": 1.046875,
+        "video_score2_mq": 1.1171875,
+        "video_score2_overall": 3.375,
+        "avg": 3.375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, high-angle close-up meticulously captures the accelerating melting of a crystal ice cube on a polished black granite countertop. Initially, the cube's outline is sharp, its facets catching the focused, warm overhead light, creating a brilliant glow. As the process unfolds, its sharp edges gradually blur, its geometric structure softening, giving way to a liquid form. A delicate ring of water meticulously forms at its base, steadily expanding outward across the dark, reflective surface. Instantly, the cube shrinks to its final, translucent fragment, temporarily floating in the center of a growing, shimmering pool. It dissolves completely, leaving behind only a still, circular puddle, its calm surface perfectly reflecting the single light source. Against a soft-focus background, the green digital display on a stainless steel microwave rapidly changes, blinking to zero, visually synchronizing the complete transformation of the ice and creating a quiet, focused atmosphere that speaks to the relentless passage of time.",
+                "token_credit_reward": 3.375,
+                "selected_reward": 3.375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The prompt describes a detailed sequence involving a crystal ice cube melting on a polished black granite countertop, with a green digital display on a stainless steel microwave changing as the scene progresses.\n\nLooking at the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation, heavy compression artifacts, and pronounced color distortions. Fine details are unrecoverable, and the imagery reads as abstract rather than a coherent depiction of the described scene. The sequence lacks clarity and stable rendering, making it impossible to discern the intended elements or their relationships.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is effectively absent. The specific components described—crystal ice cube, polished black granite countertop, and a green digital display on a stainless steel microwave—are not identifiable in the frames. The content appears as generic, noisy visuals without recognizable semantic mapping to the prompt, resulting in near-zero correspondence between description and image.\n\nPhysical/Common-sense Consistency:\nThere is no observable physical progression consistent with the described melting sequence. The frames do not demonstrate a plausible transition from solid to liquid, nor any interaction with a microwave or display that would support the narrative. The scene fails to convey believable material behavior or common-sense physics, rendering it inconsistent with the expected scenario.\n\nOverall assessment:\nThe video exhibits severe deficiencies across all three dimensions, with no meaningful alignment to the prompt and no demonstrable physical realism.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.2109375,
+                    "TA": 1.046875,
+                    "MQ": 1.1171875,
+                    "Overall": 3.375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The prompt describes a detailed sequence involving a crystal ice cube melting on a polished black granite countertop, with a green digital display on a stainless steel microwave changing as the scene progresses.\n\nLooking at the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation, heavy compression artifacts, and pronounced color distortions. Fine details are unrecoverable, and the imagery reads as abstract rather than a coherent depiction of the described scene. The sequence lacks clarity and stable rendering, making it impossible to discern the intended elements or their relationships.\n\nText-to-Video Alignment Analysis:\nAlignment with the prompt is effectively absent. The specific components described—crystal ice cube, polished black granite countertop, and a green digital display on a stainless steel microwave—are not identifiable in the frames. The content appears as generic, noisy visuals without recognizable semantic mapping to the prompt, resulting in near-zero correspondence between description and image.\n\nPhysical/Common-sense Consistency:\nThere is no observable physical progression consistent with the described melting sequence. The frames do not demonstrate a plausible transition from solid to liquid, nor any interaction with a microwave or display that would support the narrative. The scene fails to convey believable material behavior or common-sense physics, rendering it inconsistent with the expected scenario.\n\nOverall assessment:\nThe video exhibits severe deficiencies across all three dimensions, with no meaningful alignment to the prompt and no demonstrable physical realism.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static, high-angle close-up meticulously captures the accelerating melting of a crystal ice cube on a polished black granite countertop. Initially, the cube's outline is sharp, its facets catching the focused, warm overhead light, creating a brilliant glow. As the process unfolds, its sharp edges gradually blur, its geometric structure softening, giving way to a liquid form. A delicate ring of water meticulously forms at its base, steadily expanding outward across the dark, reflective surface. Instantly, the cube shrinks to its final, translucent fragment, temporarily floating in the center of a growing, shimmering pool. It dissolves completely, leaving behind only a still, circular puddle, its calm surface perfectly reflecting the single light source. Against a soft-focus background, the green digital display on a stainless steel microwave rapidly changes, blinking to zero, visually synchronizing the complete transformation of the ice and creating a quiet, focused atmosphere that speaks to the relentless passage of time.",
+        "seed": 24665,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_8/index_3547_seed_24665_dp_17_rank_34_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 8,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.1875,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.0625,
+        "video_score2_overall": 3.265625,
+        "avg": 3.265625,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static, high-angle close-up meticulously captures the accelerating melting of a crystal ice cube on a polished black granite countertop. Initially, the cube's outline is sharp, its facets catching the focused, warm overhead light, creating a brilliant glow. As the process unfolds, its sharp edges gradually blur, its geometric structure softening, giving way to a liquid form. A delicate ring of water meticulously forms at its base, steadily expanding outward across the dark, reflective surface. Instantly, the cube shrinks to its final, translucent fragment, temporarily floating in the center of a growing, shimmering pool. It dissolves completely, leaving behind only a still, circular puddle, its calm surface perfectly reflecting the single light source. Against a soft-focus background, the green digital display on a stainless steel microwave rapidly changes, blinking to zero, visually synchronizing the complete transformation of the ice and creating a quiet, focused atmosphere that speaks to the relentless passage of time.",
+                "token_credit_reward": 3.265625,
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+                "credit_map_shape": [
+                    3,
+                    26,
+                    32
+                ],
+                "top_frames": [
+                    2,
+                    1,
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+                ],
+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The prompt describes a detailed sequence involving a crystal ice cube melting on a polished black granite countertop, with specific visual cues and timing.\n\nLooking at the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extremely poor visual quality. The resolution is very low, with heavy pixelation and pervasive blur that obscures details. Compression artifacts and color banding are evident, and overall image fidelity is far below acceptable standards. The scene lacks crisp edges and fine texture, making it difficult to discern objects or their relationships.\n\nText-to-Video Alignment Analysis:\nThe prompt outlines a precise sequence (static, high-angle close-up; accelerating melting; sharp cube outline; warm overhead lighting; progressive blurring; formation of a liquid ring; shrinking to a final translucent fragment; floating in a pool; complete dissolution). In the actual frames, these elements are not clearly realized due to the severe degradation. The content does not convincingly reflect the described progression, resulting in essentially no meaningful alignment between the prompt and the video.\n\nPhysical/Common-sense Consistency:\nBecause the visuals are so degraded, assessing physical realism or common-sense behavior is not feasible. There are no reliable cues to judge whether the melting dynamics, surface interactions, or lighting are consistent with real-world expectations. Overall, the video fails to demonstrate coherent physical or common-sense consistency.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.1875,
+                    "TA": 1.015625,
+                    "MQ": 1.0625,
+                    "Overall": 3.265625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. The prompt describes a detailed sequence involving a crystal ice cube melting on a polished black granite countertop, with specific visual cues and timing.\n\nLooking at the frames:\n\nVisual Quality Analysis:\nThe frames exhibit extremely poor visual quality. The resolution is very low, with heavy pixelation and pervasive blur that obscures details. Compression artifacts and color banding are evident, and overall image fidelity is far below acceptable standards. The scene lacks crisp edges and fine texture, making it difficult to discern objects or their relationships.\n\nText-to-Video Alignment Analysis:\nThe prompt outlines a precise sequence (static, high-angle close-up; accelerating melting; sharp cube outline; warm overhead lighting; progressive blurring; formation of a liquid ring; shrinking to a final translucent fragment; floating in a pool; complete dissolution). In the actual frames, these elements are not clearly realized due to the severe degradation. The content does not convincingly reflect the described progression, resulting in essentially no meaningful alignment between the prompt and the video.\n\nPhysical/Common-sense Consistency:\nBecause the visuals are so degraded, assessing physical realism or common-sense behavior is not feasible. There are no reliable cues to judge whether the melting dynamics, surface interactions, or lighting are consistent with real-world expectations. Overall, the video fails to demonstrate coherent physical or common-sense consistency.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_9/index_tensor([7240, 7240])_group_9_rewards.json b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_9/index_tensor([7240, 7240])_group_9_rewards.json
new file mode 100644
index 0000000000000000000000000000000000000000..c92f03ff40e4aec47168c27cac73ac047af29f0d
--- /dev/null
+++ b/outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_9/index_tensor([7240, 7240])_group_9_rewards.json	
@@ -0,0 +1,10210 @@
+[
+    {
+        "prompt": "static close-up shot from a slightly downward angle focuses squarely on a delicate, matte-gray ceramic teacup, resting on a dark, minimalist wooden tabletop. Within the cup, a clear, pale-gold tea liquid fills the air, while a few delicate, needle-like leaves, curled tightly together, rest at the bottom. Their outlines are clearly visible in a soft, diffused light from the side. The image's palette is deliberately desaturated, dominated by soft grays, dark wood tones, and the pale gold of the tea liquid. Only the tea leaves themselves retain a touch of vibrant green. Then, a magical scene slowly unfolds: Instead of unwinding in the hot water as usual, the edges of the tea leaves begin to subtly shimmer and break down into individual, bright green pixels. These pixels, instead of dissolving in the water, seem to defy the laws of physics, rising steadily and deliberately upwards. As they rise, they seamlessly transform into visible, swirling wisps of steam. This steam itself is composed of shimmering, blocky pixels, creating a captivating three-dimensional effect under the light. The entire fantasy sublimation process is dynamically presented in a high-fidelity and exquisite pixel art style, creating a quiet, focused and incredible magical atmosphere.",
+        "seed": 13262,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_9/index_7240_seed_13262_dp_18_rank_36_sample_0_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 0,
+        "video_score2_vq": 1.4609375,
+        "video_score2_ta": 1.015625,
+        "video_score2_mq": 1.1171875,
+        "video_score2_overall": 3.59375,
+        "avg": 3.59375,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "videoscore2_overall",
+                "question": "static close-up shot from a slightly downward angle focuses squarely on a delicate, matte-gray ceramic teacup, resting on a dark, minimalist wooden tabletop. Within the cup, a clear, pale-gold tea liquid fills the air, while a few delicate, needle-like leaves, curled tightly together, rest at the bottom. Their outlines are clearly visible in a soft, diffused light from the side. The image's palette is deliberately desaturated, dominated by soft grays, dark wood tones, and the pale gold of the tea liquid. Only the tea leaves themselves retain a touch of vibrant green. Then, a magical scene slowly unfolds: Instead of unwinding in the hot water as usual, the edges of the tea leaves begin to subtly shimmer and break down into individual, bright green pixels. These pixels, instead of dissolving in the water, seem to defy the laws of physics, rising steadily and deliberately upwards. As they rise, they seamlessly transform into visible, swirling wisps of steam. This steam itself is composed of shimmering, blocky pixels, creating a captivating three-dimensional effect under the light. The entire fantasy sublimation process is dynamically presented in a high-fidelity and exquisite pixel art style, creating a quiet, focused and incredible magical atmosphere.",
+                "token_credit_reward": 3.59375,
+                "selected_reward": 3.59375,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A static close-up shot from a slightly downward angle focusing on a delicate, matte-gray ceramic teacup\n- The cup rests on a dark, minimalist wooden tabletop\n- Inside the cup, there should be clear, pale-gold tea liquid filling the air\n- There should be delicate, needle-like leaves, curled tightly together, at the bottom\n- The leaves' outlines should be clearly visible in soft, diffused light from the side\n- The palette should be deliberately desaturated with soft grays, dark wood tones, and pale gold of tea liquid\n- Only the tea leaves themselves should retain a touch of vibrant green\n- A magical scene should unfold where tea leaves shimmer and break down into individual bright green pixels\n- These pixels should defy physics, rising steadily and deliberately upwards\n- They should transform into visible, swirling wisps of steam\n- The steam should be composed of shimmering, blocky pixels creating a three-dimensional effect\n- The entire fantasy sublimation process should be dynamically presented in high-fidelity pixel art style\n- Should create a quiet, focused and incredibly magical atmosphere\n\nNow let me examine the actual video frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation, heavy compression artifacts, and pervasive noise that obscure details. Color fidelity is poor, with washed-out tones and pronounced banding. The imagery lacks sharpness and fine texture, making it impossible to discern the intended elements (cup, liquid, leaves, and any subtle motion). The result is a consistently low-quality presentation across the sequence, with no convincing rendering of the described scene.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not depict a ceramic teacup, a pale-gold tea liquid, or delicate needle-like leaves; instead, the visuals resemble abstract, distorted patterns with green and gray tones and no recognizable objects or actions. The requested magical transformation and the dynamic, high-fidelity pixel-art presentation are not realized. Overall, the video fails to satisfy the core aspects of the prompt.\n\nPhysical/Common-sense Consistency:\nThe content does not present a plausible physical scenario. The abstract, noisy visuals lack coherent spatial relationships, object interactions, or believable material properties. There is no consistent depiction of liquid behavior, surface interactions, or motion that would align with common-sense expectations for a tea-cup scene. The result reflects a complete breakdown of physical and perceptual coherence.\n\nGround-truth scores indicate Visual Quality = 1, Text-to-Video Alignment = 1, and Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.4609375,
+                    "TA": 1.015625,
+                    "MQ": 1.1171875,
+                    "Overall": 3.59375
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A static close-up shot from a slightly downward angle focusing on a delicate, matte-gray ceramic teacup\n- The cup rests on a dark, minimalist wooden tabletop\n- Inside the cup, there should be clear, pale-gold tea liquid filling the air\n- There should be delicate, needle-like leaves, curled tightly together, at the bottom\n- The leaves' outlines should be clearly visible in soft, diffused light from the side\n- The palette should be deliberately desaturated with soft grays, dark wood tones, and pale gold of tea liquid\n- Only the tea leaves themselves should retain a touch of vibrant green\n- A magical scene should unfold where tea leaves shimmer and break down into individual bright green pixels\n- These pixels should defy physics, rising steadily and deliberately upwards\n- They should transform into visible, swirling wisps of steam\n- The steam should be composed of shimmering, blocky pixels creating a three-dimensional effect\n- The entire fantasy sublimation process should be dynamically presented in high-fidelity pixel art style\n- Should create a quiet, focused and incredibly magical atmosphere\n\nNow let me examine the actual video frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation, heavy compression artifacts, and pervasive noise that obscure details. Color fidelity is poor, with washed-out tones and pronounced banding. The imagery lacks sharpness and fine texture, making it impossible to discern the intended elements (cup, liquid, leaves, and any subtle motion). The result is a consistently low-quality presentation across the sequence, with no convincing rendering of the described scene.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not depict a ceramic teacup, a pale-gold tea liquid, or delicate needle-like leaves; instead, the visuals resemble abstract, distorted patterns with green and gray tones and no recognizable objects or actions. The requested magical transformation and the dynamic, high-fidelity pixel-art presentation are not realized. Overall, the video fails to satisfy the core aspects of the prompt.\n\nPhysical/Common-sense Consistency:\nThe content does not present a plausible physical scenario. The abstract, noisy visuals lack coherent spatial relationships, object interactions, or believable material properties. There is no consistent depiction of liquid behavior, surface interactions, or motion that would align with common-sense expectations for a tea-cup scene. The result reflects a complete breakdown of physical and perceptual coherence.\n\nGround-truth scores indicate Visual Quality = 1, Text-to-Video Alignment = 1, and Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static close-up shot from a slightly downward angle focuses squarely on a delicate, matte-gray ceramic teacup, resting on a dark, minimalist wooden tabletop. Within the cup, a clear, pale-gold tea liquid fills the air, while a few delicate, needle-like leaves, curled tightly together, rest at the bottom. Their outlines are clearly visible in a soft, diffused light from the side. The image's palette is deliberately desaturated, dominated by soft grays, dark wood tones, and the pale gold of the tea liquid. Only the tea leaves themselves retain a touch of vibrant green. Then, a magical scene slowly unfolds: Instead of unwinding in the hot water as usual, the edges of the tea leaves begin to subtly shimmer and break down into individual, bright green pixels. These pixels, instead of dissolving in the water, seem to defy the laws of physics, rising steadily and deliberately upwards. As they rise, they seamlessly transform into visible, swirling wisps of steam. This steam itself is composed of shimmering, blocky pixels, creating a captivating three-dimensional effect under the light. The entire fantasy sublimation process is dynamically presented in a high-fidelity and exquisite pixel art style, creating a quiet, focused and incredible magical atmosphere.",
+        "seed": 13263,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_9/index_7240_seed_13263_dp_18_rank_36_sample_1_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 0,
+        "sample_idx_in_group": 1,
+        "video_score2_vq": 1.40625,
+        "video_score2_ta": 1.0234375,
+        "video_score2_mq": 1.1015625,
+        "video_score2_overall": 3.53125,
+        "avg": 3.53125,
+        "reward_records": [
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+                "question": "static close-up shot from a slightly downward angle focuses squarely on a delicate, matte-gray ceramic teacup, resting on a dark, minimalist wooden tabletop. Within the cup, a clear, pale-gold tea liquid fills the air, while a few delicate, needle-like leaves, curled tightly together, rest at the bottom. Their outlines are clearly visible in a soft, diffused light from the side. The image's palette is deliberately desaturated, dominated by soft grays, dark wood tones, and the pale gold of the tea liquid. Only the tea leaves themselves retain a touch of vibrant green. Then, a magical scene slowly unfolds: Instead of unwinding in the hot water as usual, the edges of the tea leaves begin to subtly shimmer and break down into individual, bright green pixels. These pixels, instead of dissolving in the water, seem to defy the laws of physics, rising steadily and deliberately upwards. As they rise, they seamlessly transform into visible, swirling wisps of steam. This steam itself is composed of shimmering, blocky pixels, creating a captivating three-dimensional effect under the light. The entire fantasy sublimation process is dynamically presented in a high-fidelity and exquisite pixel art style, creating a quiet, focused and incredible magical atmosphere.",
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a static close-up shot from a slightly downward angle focusing on a delicate, matte-gray ceramic teacup resting on a dark, minimalist wooden tabletop. Inside the cup, a clear pale-gold tea liquid fills the air, with delicate needle-like leaves at the bottom whose outlines are visible in soft, diffused side light. The palette is desaturated toward soft grays, dark wood tones, and pale gold, with only the tea leaves retaining a touch of vibrant green. A magical transformation follows: the leaves should subtly shimmer and break down into bright green pixels that defy physics, rising and transforming into swirling wisps of steam composed of shimmering blocky pixels, presented in a high-fidelity pixel-art style to create a quiet, focused magical atmosphere.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The sequence shows extreme pixelation and heavy compression artifacts, with color bleeding and banding that obscure details. The resolution is very low, and the imagery is consistently blurred and noisy, making it impossible to discern fine features such as the cup texture or leaf outlines. The overall presentation lacks polish and reads as a rough, artifact-prone render rather than a refined visual experience. Given these pervasive issues, the Visual Quality score is 1.\n\nText-to-Video Alignment Analysis:\nThere is a pronounced mismatch between the prompt and what is depicted. The frames do not convincingly realize the described setup: the cup and tabletop are not clearly identifiable, the liquid and leaves are not distinctly rendered, and the intended shimmering, breaking-down transformation into green pixels and rising steam is not observable. The result is a fragmented, abstracted depiction that fails to capture the core elements of the prompt, indicating a Text-to-Video Alignment score of 1.\n\nPhysical/Common-sense Consistency:\nThe sequence exhibits severe inconsistencies with basic physical expectations. The extreme pixelation and lack of depth cues prevent any credible assessment of liquid behavior, object geometry, or motion. The scene does not maintain plausible spatial relationships or material properties, and the described magical dynamics are not demonstrably realized. Overall, the video demonstrates minimal physical coherence, corresponding to a Physical/Common-sense Consistency score of 1.\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.40625,
+                    "TA": 1.0234375,
+                    "MQ": 1.1015625,
+                    "Overall": 3.53125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt to evaluate the three dimensions.\n\nText Prompt Analysis:\nThe prompt describes a static close-up shot from a slightly downward angle focusing on a delicate, matte-gray ceramic teacup resting on a dark, minimalist wooden tabletop. Inside the cup, a clear pale-gold tea liquid fills the air, with delicate needle-like leaves at the bottom whose outlines are visible in soft, diffused side light. The palette is desaturated toward soft grays, dark wood tones, and pale gold, with only the tea leaves retaining a touch of vibrant green. A magical transformation follows: the leaves should subtly shimmer and break down into bright green pixels that defy physics, rising and transforming into swirling wisps of steam composed of shimmering blocky pixels, presented in a high-fidelity pixel-art style to create a quiet, focused magical atmosphere.\n\nVisual Quality Analysis:\nAcross the frames, the visuals are severely degraded. The sequence shows extreme pixelation and heavy compression artifacts, with color bleeding and banding that obscure details. The resolution is very low, and the imagery is consistently blurred and noisy, making it impossible to discern fine features such as the cup texture or leaf outlines. The overall presentation lacks polish and reads as a rough, artifact-prone render rather than a refined visual experience. Given these pervasive issues, the Visual Quality score is 1.\n\nText-to-Video Alignment Analysis:\nThere is a pronounced mismatch between the prompt and what is depicted. The frames do not convincingly realize the described setup: the cup and tabletop are not clearly identifiable, the liquid and leaves are not distinctly rendered, and the intended shimmering, breaking-down transformation into green pixels and rising steam is not observable. The result is a fragmented, abstracted depiction that fails to capture the core elements of the prompt, indicating a Text-to-Video Alignment score of 1.\n\nPhysical/Common-sense Consistency:\nThe sequence exhibits severe inconsistencies with basic physical expectations. The extreme pixelation and lack of depth cues prevent any credible assessment of liquid behavior, object geometry, or motion. The scene does not maintain plausible spatial relationships or material properties, and the described magical dynamics are not demonstrably realized. Overall, the video demonstrates minimal physical coherence, corresponding to a Physical/Common-sense Consistency score of 1.\n\nGround-truth scores: Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static close-up shot from a slightly downward angle focuses squarely on a delicate, matte-gray ceramic teacup, resting on a dark, minimalist wooden tabletop. Within the cup, a clear, pale-gold tea liquid fills the air, while a few delicate, needle-like leaves, curled tightly together, rest at the bottom. Their outlines are clearly visible in a soft, diffused light from the side. The image's palette is deliberately desaturated, dominated by soft grays, dark wood tones, and the pale gold of the tea liquid. Only the tea leaves themselves retain a touch of vibrant green. Then, a magical scene slowly unfolds: Instead of unwinding in the hot water as usual, the edges of the tea leaves begin to subtly shimmer and break down into individual, bright green pixels. These pixels, instead of dissolving in the water, seem to defy the laws of physics, rising steadily and deliberately upwards. As they rise, they seamlessly transform into visible, swirling wisps of steam. This steam itself is composed of shimmering, blocky pixels, creating a captivating three-dimensional effect under the light. The entire fantasy sublimation process is dynamically presented in a high-fidelity and exquisite pixel art style, creating a quiet, focused and incredible magical atmosphere.",
+        "seed": 13264,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_9/index_7240_seed_13264_dp_19_rank_38_sample_2_slot_0.mp4",
+        "sample_idx": 0,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 2,
+        "video_score2_vq": 1.2890625,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.03125,
+        "video_score2_overall": 3.328125,
+        "avg": 3.328125,
+        "reward_records": [
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+                "question_id": "videoscore2_overall",
+                "question": "static close-up shot from a slightly downward angle focuses squarely on a delicate, matte-gray ceramic teacup, resting on a dark, minimalist wooden tabletop. Within the cup, a clear, pale-gold tea liquid fills the air, while a few delicate, needle-like leaves, curled tightly together, rest at the bottom. Their outlines are clearly visible in a soft, diffused light from the side. The image's palette is deliberately desaturated, dominated by soft grays, dark wood tones, and the pale gold of the tea liquid. Only the tea leaves themselves retain a touch of vibrant green. Then, a magical scene slowly unfolds: Instead of unwinding in the hot water as usual, the edges of the tea leaves begin to subtly shimmer and break down into individual, bright green pixels. These pixels, instead of dissolving in the water, seem to defy the laws of physics, rising steadily and deliberately upwards. As they rise, they seamlessly transform into visible, swirling wisps of steam. This steam itself is composed of shimmering, blocky pixels, creating a captivating three-dimensional effect under the light. The entire fantasy sublimation process is dynamically presented in a high-fidelity and exquisite pixel art style, creating a quiet, focused and incredible magical atmosphere.",
+                "token_credit_reward": 3.328125,
+                "selected_reward": 3.328125,
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A static close-up shot from a slightly downward angle\n- Focuses squarely on a delicate, matte-gray ceramic teacup\n- Resting on a dark, minimalist wooden tabletop\n- Within the cup, a clear, pale-gold tea liquid fills the air\n- A few delicate, needle-like leaves, curled tightly together, rest at the bottom\n- Their outlines are clearly visible in a soft, diffused light from the side\n- Deliberately desaturated palette with soft grays, dark wood tones, and pale gold of tea liquid\n- Only tea leaves themselves retain a touch of vibrant green\n- Magical scene where tea leaves shimmer and break down into individual, bright green pixels\n- These pixels defy physics, rising steadily and deliberately upwards\n- Transform into visible, swirling wisps of steam\n- Steam composed of shimmering, blocky pixels creating 3D effect\n- High-fidelity and exquisite pixel art style\n- Quiet, focused, and incredibly magical atmosphere\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation, heavy compression artifacts, and pervasive noise that obscure details. Color fidelity is poor, with washed-out tones and pronounced banding. There is noticeable instability across frames, and the imagery lacks sharpness and polish. The result is not suitable for conveying the intended aesthetic or for reliable interpretation of the scene.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not depict a ceramic teacup, a wooden tabletop, or the described tea-liquid-and-leaves sequence. Instead, the visuals resemble abstract, distorted patterns with little relation to the requested narrative or objects. The core elements of the prompt are not represented, indicating a complete mismatch between description and content.\n\nPhysical/Common-sense Consistency:\nThe visuals show no coherent physical behavior or plausible interactions. The abstract, glitched imagery does not follow real-world physics, and any motion or transformations appear arbitrary rather than physically meaningful. Overall, there is no credible common-sense consistency with the described scenario.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.2890625,
+                    "TA": 1.0078125,
+                    "MQ": 1.03125,
+                    "Overall": 3.328125
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A static close-up shot from a slightly downward angle\n- Focuses squarely on a delicate, matte-gray ceramic teacup\n- Resting on a dark, minimalist wooden tabletop\n- Within the cup, a clear, pale-gold tea liquid fills the air\n- A few delicate, needle-like leaves, curled tightly together, rest at the bottom\n- Their outlines are clearly visible in a soft, diffused light from the side\n- Deliberately desaturated palette with soft grays, dark wood tones, and pale gold of tea liquid\n- Only tea leaves themselves retain a touch of vibrant green\n- Magical scene where tea leaves shimmer and break down into individual, bright green pixels\n- These pixels defy physics, rising steadily and deliberately upwards\n- Transform into visible, swirling wisps of steam\n- Steam composed of shimmering, blocky pixels creating 3D effect\n- High-fidelity and exquisite pixel art style\n- Quiet, focused, and incredibly magical atmosphere\n\nNow let me examine the frames:\n\nVisual Quality Analysis:\nThe overall visual quality is severely degraded. The frames exhibit extreme pixelation, heavy compression artifacts, and pervasive noise that obscure details. Color fidelity is poor, with washed-out tones and pronounced banding. There is noticeable instability across frames, and the imagery lacks sharpness and polish. The result is not suitable for conveying the intended aesthetic or for reliable interpretation of the scene.\n\nText-to-Video Alignment Analysis:\nThere is essentially no alignment with the prompt. The frames do not depict a ceramic teacup, a wooden tabletop, or the described tea-liquid-and-leaves sequence. Instead, the visuals resemble abstract, distorted patterns with little relation to the requested narrative or objects. The core elements of the prompt are not represented, indicating a complete mismatch between description and content.\n\nPhysical/Common-sense Consistency:\nThe visuals show no coherent physical behavior or plausible interactions. The abstract, glitched imagery does not follow real-world physics, and any motion or transformations appear arbitrary rather than physically meaningful. Overall, there is no credible common-sense consistency with the described scenario.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical/Common-sense Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    },
+    {
+        "prompt": "static close-up shot from a slightly downward angle focuses squarely on a delicate, matte-gray ceramic teacup, resting on a dark, minimalist wooden tabletop. Within the cup, a clear, pale-gold tea liquid fills the air, while a few delicate, needle-like leaves, curled tightly together, rest at the bottom. Their outlines are clearly visible in a soft, diffused light from the side. The image's palette is deliberately desaturated, dominated by soft grays, dark wood tones, and the pale gold of the tea liquid. Only the tea leaves themselves retain a touch of vibrant green. Then, a magical scene slowly unfolds: Instead of unwinding in the hot water as usual, the edges of the tea leaves begin to subtly shimmer and break down into individual, bright green pixels. These pixels, instead of dissolving in the water, seem to defy the laws of physics, rising steadily and deliberately upwards. As they rise, they seamlessly transform into visible, swirling wisps of steam. This steam itself is composed of shimmering, blocky pixels, creating a captivating three-dimensional effect under the light. The entire fantasy sublimation process is dynamically presented in a high-fidelity and exquisite pixel art style, creating a quiet, focused and incredible magical atmosphere.",
+        "seed": 13265,
+        "video_path": "./outputs/yw008-1-sage-videoscore2-token-credit-video-adv-window3/rl_samples/0000909/group_9/index_7240_seed_13265_dp_19_rank_38_sample_3_slot_1.mp4",
+        "sample_idx": 1,
+        "ranks_per_group": 2,
+        "group_idx": 9,
+        "rank_in_group": 1,
+        "sample_idx_in_group": 3,
+        "video_score2_vq": 1.125,
+        "video_score2_ta": 1.0078125,
+        "video_score2_mq": 1.015625,
+        "video_score2_overall": 3.140625,
+        "avg": 3.1484375,
+        "reward_records": [
+            {
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+                "question_id": "videoscore2_overall",
+                "question": "static close-up shot from a slightly downward angle focuses squarely on a delicate, matte-gray ceramic teacup, resting on a dark, minimalist wooden tabletop. Within the cup, a clear, pale-gold tea liquid fills the air, while a few delicate, needle-like leaves, curled tightly together, rest at the bottom. Their outlines are clearly visible in a soft, diffused light from the side. The image's palette is deliberately desaturated, dominated by soft grays, dark wood tones, and the pale gold of the tea liquid. Only the tea leaves themselves retain a touch of vibrant green. Then, a magical scene slowly unfolds: Instead of unwinding in the hot water as usual, the edges of the tea leaves begin to subtly shimmer and break down into individual, bright green pixels. These pixels, instead of dissolving in the water, seem to defy the laws of physics, rising steadily and deliberately upwards. As they rise, they seamlessly transform into visible, swirling wisps of steam. This steam itself is composed of shimmering, blocky pixels, creating a captivating three-dimensional effect under the light. The entire fantasy sublimation process is dynamically presented in a high-fidelity and exquisite pixel art style, creating a quiet, focused and incredible magical atmosphere.",
+                "token_credit_reward": 3.140625,
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+                "credit_map_shape": [
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+                "generated_text": "\n<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A static close-up shot from a slightly downward angle focusing on a delicate, matte-gray ceramic teacup\n- The cup rests on a dark, minimalist wooden tabletop\n- Inside the cup, there should be clear, pale-gold tea liquid filling the air\n- There should be delicate, needle-like leaves at the bottom that are curled tightly together\n- The leaves should have outlines clearly visible in soft, diffused light from the side\n- The palette should be deliberately desaturated with soft grays, dark wood tones, and pale gold of tea liquid\n- Only the tea leaves themselves retain a touch of vibrant green\n- A magical scene should unfold where tea leaves shimmer and break down into bright green pixels\n- These pixels should defy physics, rising steadily and deliberately upwards\n- They should transform into visible, swirling wisps of steam\n- The steam should be composed of shimmering, blocky pixels creating a three-dimensional effect\n- The entire fantasy sublimation process should be presented in high-fidelity pixel art style\n- Should create a quiet, focused and incredibly magical atmosphere\n\nNow let me examine the frames:\n\nLooking at the frames, I can see:\n- The images appear to be extremely blurry and distorted\n- There's a lot of black areas with some green glowing elements\n- The resolution appears very low and pixelated\n- The images are heavily corrupted with artifacts\n- It's difficult to make out any specific objects or details\n- The overall visual quality is extremely poor with heavy distortion and noise\n- The frames show what appears to be some kind of digital corruption or glitching\n\nVisual Quality Assessment:\nThe visual quality is severely degraded across all frames. The resolution is effectively unusable, with extreme blur, pervasive artifacts, and heavy digital corruption that obscure any meaningful content. The frames are largely indecipherable, making it impossible to identify objects or scenes. Overall, the video presents a near-complete failure in visual clarity and fidelity.\n\nText-to-Video Alignment Assessment:\nThere is no discernible alignment with the requested prompt. The frames do not reveal a ceramic teacup, a wooden tabletop, tea liquid, leaves, or any of the described magical transformations. The content is completely unrelated to the prompt, resulting in a total mismatch between the intended concept and the actual visuals.\n\nPhysical/Common-sense Consistency:\nGiven the complete lack of recognizable objects or scenes, there is no basis to assess physical plausibility or common-sense coherence. The frames do not convey any coherent physical behavior, and any evaluation of consistency is not feasible.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1\n",
+                "hard_scores": {
+                    "VQ": 1,
+                    "TA": 1,
+                    "MQ": 1
+                },
+                "soft_scores": {
+                    "VQ": 1.125,
+                    "TA": 1.0078125,
+                    "MQ": 1.015625,
+                    "Overall": 3.140625
+                }
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "<think>\nmulti-dimensional analysis:\nLet me analyze this video based on the provided frames and the text prompt. I need to evaluate three dimensions: visual quality, text-to-video alignment, and physical/common-sense consistency.\n\nFirst, let me understand what the text prompt is asking for:\n- A static close-up shot from a slightly downward angle focusing on a delicate, matte-gray ceramic teacup\n- The cup rests on a dark, minimalist wooden tabletop\n- Inside the cup, there should be clear, pale-gold tea liquid filling the air\n- There should be delicate, needle-like leaves at the bottom that are curled tightly together\n- The leaves should have outlines clearly visible in soft, diffused light from the side\n- The palette should be deliberately desaturated with soft grays, dark wood tones, and pale gold of tea liquid\n- Only the tea leaves themselves retain a touch of vibrant green\n- A magical scene should unfold where tea leaves shimmer and break down into bright green pixels\n- These pixels should defy physics, rising steadily and deliberately upwards\n- They should transform into visible, swirling wisps of steam\n- The steam should be composed of shimmering, blocky pixels creating a three-dimensional effect\n- The entire fantasy sublimation process should be presented in high-fidelity pixel art style\n- Should create a quiet, focused and incredibly magical atmosphere\n\nNow let me examine the frames:\n\nLooking at the frames, I can see:\n- The images appear to be extremely blurry and distorted\n- There's a lot of black areas with some green glowing elements\n- The resolution appears very low and pixelated\n- The images are heavily corrupted with artifacts\n- It's difficult to make out any specific objects or details\n- The overall visual quality is extremely poor with heavy distortion and noise\n- The frames show what appears to be some kind of digital corruption or glitching\n\nVisual Quality Assessment:\nThe visual quality is severely degraded across all frames. The resolution is effectively unusable, with extreme blur, pervasive artifacts, and heavy digital corruption that obscure any meaningful content. The frames are largely indecipherable, making it impossible to identify objects or scenes. Overall, the video presents a near-complete failure in visual clarity and fidelity.\n\nText-to-Video Alignment Assessment:\nThere is no discernible alignment with the requested prompt. The frames do not reveal a ceramic teacup, a wooden tabletop, tea liquid, leaves, or any of the described magical transformations. The content is completely unrelated to the prompt, resulting in a total mismatch between the intended concept and the actual visuals.\n\nPhysical/Common-sense Consistency:\nGiven the complete lack of recognizable objects or scenes, there is no basis to assess physical plausibility or common-sense coherence. The frames do not convey any coherent physical behavior, and any evaluation of consistency is not feasible.\n\nGround-truth scores (for reference): Visual Quality = 1; Text-to-Video Alignment = 1; Physical Consistency = 1.\n</think>\n\n(1) visual quality: 1\n(2) text-to-video alignment: 1\n(3) physical/common-sense consistency: 1"
+        ]
+    }
+]
\ No newline at end of file