Add files using upload-large-folder tool

outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_13/index_tensor([2580, 2580])_group_13_rewards.json

@@ -0,0 +1,882 @@
+[
+    {
+        "prompt": "static, wide-angle time-lapse shot, rendered with photorealistic, high-detail realism, offers a sweeping view of a dense forest of black bamboo as it undergoes a complete seasonal transformation. The sequence begins in early spring, with the camera held at a low angle as vibrant lime-green bamboo shoots, glistening with morning dew, push powerfully upward through the dark, moist soil. As time passes, the scene transitions to the lush greenery of summer; buds mature into tall, slender green stalks, adorning a full canopy. Delicate leaves gleam in the bright overhead sunlight, creating a dynamic play of light and shadow on the forest floor. As autumn arrives, the camera remains fixed, and the light softens to warm golden hues. The once uniform green stalks begin to develop subtle, dark spots that gradually spread and merge across their surface. The background foliage turns fiery red and orange before fading away. Finally, the scene enters the crispness of winter, revealing the bamboos’ dramatic final state: the bamboos are now a uniform, deep, jet-black color, their surfaces so smooth and polished that they reflect the pale winter sky like polished ebony, creating a stark and beautiful contrast with the dust of snow on the ground and the serene, quiet atmosphere of nature’s finish.",
+        "seed": 12043,
+        "video_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_13/index_2580_seed_12043_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,
+        "avg": -0.049917020834982395,
+        "vlm_logprob": -0.049917020834982395,
+        "vlm_yes_no_margin": 4.075,
+        "vlm_token_credit": -0.049917020834982395,
+        "vlm_yes_ratio": 1.0,
+        "vlm_num_questions": 5.0,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "q1",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.11926522105932236
+                ],
+                "opposite_logprob_tokens": [
+                    -2.24426531791687
+                ],
+                "logprob_reward": -0.11926522105932236,
+                "yes_no_margin_reward": 2.125,
+                "token_credit_reward": -0.11926522105932236,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
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+                    0.04924909397959709,
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+                    0.1445469856262207,
+                    0.02374028041958809,
+                    0.045514535158872604
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+                "top_frames": [
+                    6,
+                    4,
+                    7
+                ],
+                "selected_reward": -0.11926522105932236
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q2",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.011103508062660694
+                ],
+                "opposite_logprob_tokens": [
+                    -4.511103630065918
+                ],
+                "logprob_reward": -0.011103508062660694,
+                "yes_no_margin_reward": 4.5,
+                "token_credit_reward": -0.011103508062660694,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
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+                    0.06691839545965195,
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+                    0.018961681053042412,
+                    0.017179669812321663,
+                    0.021000679582357407
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+                "top_frames": [
+                    3,
+                    0,
+                    4
+                ],
+                "selected_reward": -0.011103508062660694
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q3",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.004106779582798481
+                ],
+                "opposite_logprob_tokens": [
+                    -5.5041069984436035
+                ],
+                "logprob_reward": -0.004106779582798481,
+                "yes_no_margin_reward": 5.5,
+                "token_credit_reward": -0.004106779582798481,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
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+                    0.10784067213535309,
+                    0.06591559201478958,
+                    0.07720557600259781,
+                    0.11870918422937393,
+                    0.03721318766474724,
+                    0.08046789467334747,
+                    0.044475093483924866,
+                    0.04273642227053642,
+                    0.09042230248451233
+                ],
+                "top_frames": [
+                    0,
+                    4,
+                    1
+                ],
+                "selected_reward": -0.004106779582798481
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q4",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.002198542468249798
+                ],
+                "opposite_logprob_tokens": [
+                    -6.127198696136475
+                ],
+                "logprob_reward": -0.002198542468249798,
+                "yes_no_margin_reward": 6.125,
+                "token_credit_reward": -0.002198542468249798,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
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+                    0.042794518172740936,
+                    0.04087051376700401,
+                    0.38334208726882935,
+                    0.03894922509789467,
+                    0.02814042568206787,
+                    0.028265168890357018,
+                    0.05142827332019806,
+                    0.039068758487701416,
+                    0.2671424448490143
+                ],
+                "top_frames": [
+                    3,
+                    9,
+                    0
+                ],
+                "selected_reward": -0.002198542468249798
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q5",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.11291105300188065
+                ],
+                "opposite_logprob_tokens": [
+                    -2.2379109859466553
+                ],
+                "logprob_reward": -0.11291105300188065,
+                "yes_no_margin_reward": 2.125,
+                "token_credit_reward": -0.11291105300188065,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.08435484766960144,
+                    0.06179719790816307,
+                    0.04854726418852806,
+                    0.528977632522583,
+                    0.05136140435934067,
+                    0.039081621915102005,
+                    0.024471456184983253,
+                    0.049641698598861694,
+                    0.030451778322458267,
+                    0.08131509274244308
+                ],
+                "top_frames": [
+                    3,
+                    0,
+                    9
+                ],
+                "selected_reward": -0.11291105300188065
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "Yes",
+            "Yes",
+            "Yes",
+            "Yes",
+            "Yes"
+        ]
+    },
+    {
+        "prompt": "static, wide-angle time-lapse shot, rendered with photorealistic, high-detail realism, offers a sweeping view of a dense forest of black bamboo as it undergoes a complete seasonal transformation. The sequence begins in early spring, with the camera held at a low angle as vibrant lime-green bamboo shoots, glistening with morning dew, push powerfully upward through the dark, moist soil. As time passes, the scene transitions to the lush greenery of summer; buds mature into tall, slender green stalks, adorning a full canopy. Delicate leaves gleam in the bright overhead sunlight, creating a dynamic play of light and shadow on the forest floor. As autumn arrives, the camera remains fixed, and the light softens to warm golden hues. The once uniform green stalks begin to develop subtle, dark spots that gradually spread and merge across their surface. The background foliage turns fiery red and orange before fading away. Finally, the scene enters the crispness of winter, revealing the bamboos’ dramatic final state: the bamboos are now a uniform, deep, jet-black color, their surfaces so smooth and polished that they reflect the pale winter sky like polished ebony, creating a stark and beautiful contrast with the dust of snow on the ground and the serene, quiet atmosphere of nature’s finish.",
+        "seed": 12044,
+        "video_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_13/index_2580_seed_12044_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,
+        "avg": -0.05766183407977223,
+        "vlm_logprob": -0.05766183407977223,
+        "vlm_yes_no_margin": 4.275,
+        "vlm_token_credit": -0.05766183407977223,
+        "vlm_yes_ratio": 1.0,
+        "vlm_num_questions": 5.0,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "q1",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.06857206672430038
+                ],
+                "opposite_logprob_tokens": [
+                    -2.8185720443725586
+                ],
+                "logprob_reward": -0.06857206672430038,
+                "yes_no_margin_reward": 2.75,
+                "token_credit_reward": -0.06857206672430038,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.14899714291095734,
+                    0.05175735056400299,
+                    0.06635523587465286,
+                    0.055793240666389465,
+                    0.021492967382073402,
+                    0.057121045887470245,
+                    0.1116383895277977,
+                    0.3904538154602051,
+                    0.05089283734560013,
+                    0.04549788311123848
+                ],
+                "top_frames": [
+                    7,
+                    0,
+                    6
+                ],
+                "selected_reward": -0.06857206672430038
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q2",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.01420799270272255
+                ],
+                "opposite_logprob_tokens": [
+                    -4.26420783996582
+                ],
+                "logprob_reward": -0.01420799270272255,
+                "yes_no_margin_reward": 4.25,
+                "token_credit_reward": -0.01420799270272255,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
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+                    0.06784035265445709,
+                    0.046247705817222595,
+                    0.07812532782554626,
+                    0.023883579298853874,
+                    0.03940669819712639,
+                    0.03924122825264931,
+                    0.3553609848022461,
+                    0.04545419290661812,
+                    0.039344124495983124
+                ],
+                "top_frames": [
+                    7,
+                    0,
+                    3
+                ],
+                "selected_reward": -0.01420799270272255
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q3",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.0008201810996979475
+                ],
+                "opposite_logprob_tokens": [
+                    -7.125820159912109
+                ],
+                "logprob_reward": -0.0008201810996979475,
+                "yes_no_margin_reward": 7.125,
+                "token_credit_reward": -0.0008201810996979475,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.08669154345989227,
+                    0.04318549484014511,
+                    0.11369143426418304,
+                    0.09171415865421295,
+                    0.02870367094874382,
+                    0.04037166386842728,
+                    0.03495212644338608,
+                    0.38277313113212585,
+                    0.11158114671707153,
+                    0.06633561104536057
+                ],
+                "top_frames": [
+                    7,
+                    2,
+                    8
+                ],
+                "selected_reward": -0.0008201810996979475
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q4",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.003192092990502715
+                ],
+                "opposite_logprob_tokens": [
+                    -5.753191947937012
+                ],
+                "logprob_reward": -0.003192092990502715,
+                "yes_no_margin_reward": 5.75,
+                "token_credit_reward": -0.003192092990502715,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.031002521514892578,
+                    0.017558420076966286,
+                    0.013195719569921494,
+                    0.03379768878221512,
+                    0.01933857798576355,
+                    0.00890412274748087,
+                    0.02821020409464836,
+                    0.6531763672828674,
+                    0.09651809930801392,
+                    0.09829828888177872
+                ],
+                "top_frames": [
+                    7,
+                    9,
+                    8
+                ],
+                "selected_reward": -0.003192092990502715
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q5",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.20151683688163757
+                ],
+                "opposite_logprob_tokens": [
+                    -1.70151686668396
+                ],
+                "logprob_reward": -0.20151683688163757,
+                "yes_no_margin_reward": 1.5,
+                "token_credit_reward": -0.20151683688163757,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.09293048083782196,
+                    0.03546290099620819,
+                    0.04675808176398277,
+                    0.049423567950725555,
+                    0.07860158383846283,
+                    0.04466139152646065,
+                    0.07878827303647995,
+                    0.2866734564304352,
+                    0.14104221761226654,
+                    0.14565809071063995
+                ],
+                "top_frames": [
+                    7,
+                    9,
+                    8
+                ],
+                "selected_reward": -0.20151683688163757
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "Yes",
+            "Yes",
+            "Yes",
+            "Yes",
+            "Yes"
+        ]
+    },
+    {
+        "prompt": "static, wide-angle time-lapse shot, rendered with photorealistic, high-detail realism, offers a sweeping view of a dense forest of black bamboo as it undergoes a complete seasonal transformation. The sequence begins in early spring, with the camera held at a low angle as vibrant lime-green bamboo shoots, glistening with morning dew, push powerfully upward through the dark, moist soil. As time passes, the scene transitions to the lush greenery of summer; buds mature into tall, slender green stalks, adorning a full canopy. Delicate leaves gleam in the bright overhead sunlight, creating a dynamic play of light and shadow on the forest floor. As autumn arrives, the camera remains fixed, and the light softens to warm golden hues. The once uniform green stalks begin to develop subtle, dark spots that gradually spread and merge across their surface. The background foliage turns fiery red and orange before fading away. Finally, the scene enters the crispness of winter, revealing the bamboos’ dramatic final state: the bamboos are now a uniform, deep, jet-black color, their surfaces so smooth and polished that they reflect the pale winter sky like polished ebony, creating a stark and beautiful contrast with the dust of snow on the ground and the serene, quiet atmosphere of nature’s finish.",
+        "seed": 12045,
+        "video_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_13/index_2580_seed_12045_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,
+        "avg": -0.0823969520162791,
+        "vlm_logprob": -0.0823969520162791,
+        "vlm_yes_no_margin": 3.5,
+        "vlm_token_credit": -0.0823969520162791,
+        "vlm_yes_ratio": 1.0,
+        "vlm_num_questions": 5.0,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "q1",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.16572056710720062
+                ],
+                "opposite_logprob_tokens": [
+                    -1.9157205820083618
+                ],
+                "logprob_reward": -0.16572056710720062,
+                "yes_no_margin_reward": 1.75,
+                "token_credit_reward": -0.16572056710720062,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.12026603519916534,
+                    0.12609641253948212,
+                    0.12801212072372437,
+                    0.040738336741924286,
+                    0.03483571112155914,
+                    0.23554161190986633,
+                    0.06396356970071793,
+                    0.12783882021903992,
+                    0.06467043608427048,
+                    0.0580369271337986
+                ],
+                "top_frames": [
+                    5,
+                    2,
+                    7
+                ],
+                "selected_reward": -0.16572056710720062
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q2",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.1129402294754982
+                ],
+                "opposite_logprob_tokens": [
+                    -2.2379403114318848
+                ],
+                "logprob_reward": -0.1129402294754982,
+                "yes_no_margin_reward": 2.125,
+                "token_credit_reward": -0.1129402294754982,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.1289142370223999,
+                    0.0518786683678627,
+                    0.13631989061832428,
+                    0.0247579924762249,
+                    0.019138671457767487,
+                    0.15064239501953125,
+                    0.04631214216351509,
+                    0.0905209481716156,
+                    0.14207936823368073,
+                    0.20943568646907806
+                ],
+                "top_frames": [
+                    9,
+                    5,
+                    8
+                ],
+                "selected_reward": -0.1129402294754982
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q3",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.00220567942596972
+                ],
+                "opposite_logprob_tokens": [
+                    -6.127205848693848
+                ],
+                "logprob_reward": -0.00220567942596972,
+                "yes_no_margin_reward": 6.125,
+                "token_credit_reward": -0.00220567942596972,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.10564102977514267,
+                    0.061757925897836685,
+                    0.10122168809175491,
+                    0.044709477573633194,
+                    0.08292427659034729,
+                    0.07915342599153519,
+                    0.06938621401786804,
+                    0.09566231817007065,
+                    0.05604100599884987,
+                    0.3035026788711548
+                ],
+                "top_frames": [
+                    9,
+                    0,
+                    2
+                ],
+                "selected_reward": -0.00220567942596972
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q4",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.004096688237041235
+                ],
+                "opposite_logprob_tokens": [
+                    -5.504096508026123
+                ],
+                "logprob_reward": -0.004096688237041235,
+                "yes_no_margin_reward": 5.5,
+                "token_credit_reward": -0.004096688237041235,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.04449540376663208,
+                    0.013985507190227509,
+                    0.03460945561528206,
+                    0.03595102205872536,
+                    0.03462107107043266,
+                    0.021036000922322273,
+                    0.030647149309515953,
+                    0.058387819677591324,
+                    0.13722574710845947,
+                    0.5890408158302307
+                ],
+                "top_frames": [
+                    9,
+                    8,
+                    7
+                ],
+                "selected_reward": -0.004096688237041235
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q5",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.12702159583568573
+                ],
+                "opposite_logprob_tokens": [
+                    -2.127021551132202
+                ],
+                "logprob_reward": -0.12702159583568573,
+                "yes_no_margin_reward": 2.0,
+                "token_credit_reward": -0.12702159583568573,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.0235504899173975,
+                    0.0127930399030447,
+                    0.01462528295814991,
+                    0.018528977409005165,
+                    0.023058079183101654,
+                    0.02876117266714573,
+                    0.0406452901661396,
+                    0.022328834980726242,
+                    0.07193396985530853,
+                    0.7437748908996582
+                ],
+                "top_frames": [
+                    9,
+                    8,
+                    6
+                ],
+                "selected_reward": -0.12702159583568573
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "Yes",
+            "Yes",
+            "Yes",
+            "Yes",
+            "Yes"
+        ]
+    },
+    {
+        "prompt": "static, wide-angle time-lapse shot, rendered with photorealistic, high-detail realism, offers a sweeping view of a dense forest of black bamboo as it undergoes a complete seasonal transformation. The sequence begins in early spring, with the camera held at a low angle as vibrant lime-green bamboo shoots, glistening with morning dew, push powerfully upward through the dark, moist soil. As time passes, the scene transitions to the lush greenery of summer; buds mature into tall, slender green stalks, adorning a full canopy. Delicate leaves gleam in the bright overhead sunlight, creating a dynamic play of light and shadow on the forest floor. As autumn arrives, the camera remains fixed, and the light softens to warm golden hues. The once uniform green stalks begin to develop subtle, dark spots that gradually spread and merge across their surface. The background foliage turns fiery red and orange before fading away. Finally, the scene enters the crispness of winter, revealing the bamboos’ dramatic final state: the bamboos are now a uniform, deep, jet-black color, their surfaces so smooth and polished that they reflect the pale winter sky like polished ebony, creating a stark and beautiful contrast with the dust of snow on the ground and the serene, quiet atmosphere of nature’s finish.",
+        "seed": 12046,
+        "video_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_13/index_2580_seed_12046_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,
+        "avg": -0.10473202168941498,
+        "vlm_logprob": -0.10473202168941498,
+        "vlm_yes_no_margin": 3.075,
+        "vlm_token_credit": -0.10473202168941498,
+        "vlm_yes_ratio": 1.0,
+        "vlm_num_questions": 5.0,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "q1",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.35234323143959045
+                ],
+                "opposite_logprob_tokens": [
+                    -1.227343201637268
+                ],
+                "logprob_reward": -0.35234323143959045,
+                "yes_no_margin_reward": 0.875,
+                "token_credit_reward": -0.35234323143959045,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.49418503046035767,
+                    0.035006940364837646,
+                    0.0628998652100563,
+                    0.024945400655269623,
+                    0.052180398255586624,
+                    0.050941482186317444,
+                    0.0828259289264679,
+                    0.018250921741127968,
+                    0.014803807251155376,
+                    0.16396023333072662
+                ],
+                "top_frames": [
+                    0,
+                    9,
+                    6
+                ],
+                "selected_reward": -0.35234323143959045
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q2",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.043083496391773224
+                ],
+                "opposite_logprob_tokens": [
+                    -3.168083429336548
+                ],
+                "logprob_reward": -0.043083496391773224,
+                "yes_no_margin_reward": 3.125,
+                "token_credit_reward": -0.043083496391773224,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.7049676179885864,
+                    0.04781729355454445,
+                    0.056168511509895325,
+                    0.019455142319202423,
+                    0.02753705158829689,
+                    0.010137475095689297,
+                    0.07539084553718567,
+                    0.013772466219961643,
+                    0.028484759852290154,
+                    0.016268830746412277
+                ],
+                "top_frames": [
+                    0,
+                    6,
+                    2
+                ],
+                "selected_reward": -0.043083496391773224
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q3",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.004651084542274475
+                ],
+                "opposite_logprob_tokens": [
+                    -5.379651069641113
+                ],
+                "logprob_reward": -0.004651084542274475,
+                "yes_no_margin_reward": 5.375,
+                "token_credit_reward": -0.004651084542274475,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.5168778300285339,
+                    0.04429986700415611,
+                    0.037751518189907074,
+                    0.032915130257606506,
+                    0.029014892876148224,
+                    0.03681563958525658,
+                    0.054663658142089844,
+                    0.1358376145362854,
+                    0.07721034437417984,
+                    0.034613464027643204
+                ],
+                "top_frames": [
+                    0,
+                    7,
+                    8
+                ],
+                "selected_reward": -0.004651084542274475
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q4",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.023289121687412262
+                ],
+                "opposite_logprob_tokens": [
+                    -3.773289203643799
+                ],
+                "logprob_reward": -0.023289121687412262,
+                "yes_no_margin_reward": 3.75,
+                "token_credit_reward": -0.023289121687412262,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.23865792155265808,
+                    0.027249811217188835,
+                    0.05007397383451462,
+                    0.01888139732182026,
+                    0.030808933079242706,
+                    0.027055921033024788,
+                    0.1277681291103363,
+                    0.04961235448718071,
+                    0.12564563751220703,
+                    0.3042459189891815
+                ],
+                "top_frames": [
+                    9,
+                    0,
+                    6
+                ],
+                "selected_reward": -0.023289121687412262
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q5",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the video shot as a static, wide-angle time-lapse?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Does the sequence begin in early spring with lime-green bamboo shoots pushing upward through dark soil?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Does the scene transition through summer with tall green stalks and a full canopy under bright sunlight?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Does the autumn section show stalks developing dark spots and background foliage turning fiery red and orange?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Does the winter section show the bamboo as uniform jet-black with snow on the ground and a pale sky reflection?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.10029317438602448
+                ],
+                "opposite_logprob_tokens": [
+                    -2.3502931594848633
+                ],
+                "logprob_reward": -0.10029317438602448,
+                "yes_no_margin_reward": 2.25,
+                "token_credit_reward": -0.10029317438602448,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.3018447756767273,
+                    0.033167291432619095,
+                    0.0223383828997612,
+                    0.008811104111373425,
+                    0.0153977544978261,
+                    0.014675712212920189,
+                    0.0728861540555954,
+                    0.10092588514089584,
+                    0.047924984246492386,
+                    0.3820279538631439
+                ],
+                "top_frames": [
+                    9,
+                    0,
+                    7
+                ],
+                "selected_reward": -0.10029317438602448
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "Yes",
+            "Yes",
+            "Yes",
+            "Yes",
+            "Yes"
+        ]
+    }
+]

outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_7/index_tensor([883, 883])_group_7_rewards.json

@@ -0,0 +1,882 @@
+[
+    {
+        "prompt": "slow, deliberate 360-degree orbiting shot begins, the camera moving steadily at eye level around a magnificent, sun-warmed peach tree. The scene is rendered with a deeply natural and earthy style, emphasizing organic textures. The tree's gnarled, weathered bark creates a tactile contrast with its canopy of lush, dark green leaves, still shimmering with the lingering crystal droplets of a recent rain shower. Its branches hang heavy with an abundance of ripe fruit; each peach is a gradient of color, from pale yellow to deep rose, its skin covered in a delicate, furry velvet that captures the flecked golden sunlight filtering through the leaves. As the camera continues its graceful and steady rotation, the pastoral sky in the background reveals itself, a canvas of soft blue and broken white clouds. Then, a stunning, vibrant, full-spectrum rainbow appears, shimmering against the clear sky, its perfect semicircle framing the tree at the peak of the camera's turn, creating an atmosphere of profound tranquility and wonder.",
+        "seed": 4565,
+        "video_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_7/index_883_seed_4565_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,
+        "avg": -0.13253034390509127,
+        "vlm_logprob": -0.13253034390509127,
+        "vlm_yes_no_margin": 2.9,
+        "vlm_token_credit": -0.13253034390509127,
+        "vlm_yes_ratio": 1.0,
+        "vlm_num_questions": 5.0,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "q1",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.43145397305488586
+                ],
+                "opposite_logprob_tokens": [
+                    -1.0564539432525635
+                ],
+                "logprob_reward": -0.43145397305488586,
+                "yes_no_margin_reward": 0.625,
+                "token_credit_reward": -0.43145397305488586,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.12681034207344055,
+                    0.04689067602157593,
+                    0.06837763637304306,
+                    0.04119115695357323,
+                    0.06493999809026718,
+                    0.11036796867847443,
+                    0.4525052309036255,
+                    0.0337241031229496,
+                    0.02909270115196705,
+                    0.0261002779006958
+                ],
+                "top_frames": [
+                    6,
+                    0,
+                    5
+                ],
+                "selected_reward": -0.43145397305488586
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q2",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.020595036447048187
+                ],
+                "opposite_logprob_tokens": [
+                    -3.895595073699951
+                ],
+                "logprob_reward": -0.020595036447048187,
+                "yes_no_margin_reward": 3.875,
+                "token_credit_reward": -0.020595036447048187,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.0682625025510788,
+                    0.37695029377937317,
+                    0.10994572937488556,
+                    0.04139653593301773,
+                    0.03484703600406647,
+                    0.055124472826719284,
+                    0.21171601116657257,
+                    0.027188938111066818,
+                    0.03734138235449791,
+                    0.037227142602205276
+                ],
+                "top_frames": [
+                    1,
+                    6,
+                    2
+                ],
+                "selected_reward": -0.020595036447048187
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q3",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.012539120391011238
+                ],
+                "opposite_logprob_tokens": [
+                    -4.387538909912109
+                ],
+                "logprob_reward": -0.012539120391011238,
+                "yes_no_margin_reward": 4.375,
+                "token_credit_reward": -0.012539120391011238,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.0793696865439415,
+                    0.2029869705438614,
+                    0.08799789100885391,
+                    0.04550619423389435,
+                    0.0803946852684021,
+                    0.022816458716988564,
+                    0.3935973644256592,
+                    0.026264607906341553,
+                    0.032886359840631485,
+                    0.028179772198200226
+                ],
+                "top_frames": [
+                    6,
+                    1,
+                    2
+                ],
+                "selected_reward": -0.012539120391011238
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q4",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.17988049983978271
+                ],
+                "opposite_logprob_tokens": [
+                    -1.8048804998397827
+                ],
+                "logprob_reward": -0.17988049983978271,
+                "yes_no_margin_reward": 1.625,
+                "token_credit_reward": -0.17988049983978271,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.09356926381587982,
+                    0.32041001319885254,
+                    0.05146699771285057,
+                    0.019574960693717003,
+                    0.12061772495508194,
+                    0.0125246187672019,
+                    0.34609636664390564,
+                    0.009636098518967628,
+                    0.013374820351600647,
+                    0.012729080393910408
+                ],
+                "top_frames": [
+                    6,
+                    1,
+                    4
+                ],
+                "selected_reward": -0.17988049983978271
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q5",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.018183089792728424
+                ],
+                "opposite_logprob_tokens": [
+                    -4.01818323135376
+                ],
+                "logprob_reward": -0.018183089792728424,
+                "yes_no_margin_reward": 4.0,
+                "token_credit_reward": -0.018183089792728424,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.0802568644285202,
+                    0.09070171415805817,
+                    0.03401908650994301,
+                    0.020501600578427315,
+                    0.05478551238775253,
+                    0.018047308549284935,
+                    0.6378578543663025,
+                    0.015523931011557579,
+                    0.011344697326421738,
+                    0.036961495876312256
+                ],
+                "top_frames": [
+                    6,
+                    1,
+                    0
+                ],
+                "selected_reward": -0.018183089792728424
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "Yes",
+            "Yes",
+            "Yes",
+            "Yes",
+            "Yes"
+        ]
+    },
+    {
+        "prompt": "slow, deliberate 360-degree orbiting shot begins, the camera moving steadily at eye level around a magnificent, sun-warmed peach tree. The scene is rendered with a deeply natural and earthy style, emphasizing organic textures. The tree's gnarled, weathered bark creates a tactile contrast with its canopy of lush, dark green leaves, still shimmering with the lingering crystal droplets of a recent rain shower. Its branches hang heavy with an abundance of ripe fruit; each peach is a gradient of color, from pale yellow to deep rose, its skin covered in a delicate, furry velvet that captures the flecked golden sunlight filtering through the leaves. As the camera continues its graceful and steady rotation, the pastoral sky in the background reveals itself, a canvas of soft blue and broken white clouds. Then, a stunning, vibrant, full-spectrum rainbow appears, shimmering against the clear sky, its perfect semicircle framing the tree at the peak of the camera's turn, creating an atmosphere of profound tranquility and wonder.",
+        "seed": 4566,
+        "video_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_7/index_883_seed_4566_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,
+        "avg": -0.1585912924259901,
+        "vlm_logprob": -0.1585912924259901,
+        "vlm_yes_no_margin": 2.875,
+        "vlm_token_credit": -0.1585912924259901,
+        "vlm_yes_ratio": 1.0,
+        "vlm_num_questions": 5.0,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "q1",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.6346287727355957
+                ],
+                "opposite_logprob_tokens": [
+                    -0.7596287727355957
+                ],
+                "logprob_reward": -0.6346287727355957,
+                "yes_no_margin_reward": 0.125,
+                "token_credit_reward": -0.6346287727355957,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.07921057939529419,
+                    0.31974363327026367,
+                    0.055900610983371735,
+                    0.17530307173728943,
+                    0.0880325436592102,
+                    0.0497761107981205,
+                    0.021414151415228844,
+                    0.11143586039543152,
+                    0.0517786405980587,
+                    0.04740471765398979
+                ],
+                "top_frames": [
+                    1,
+                    3,
+                    7
+                ],
+                "selected_reward": -0.6346287727355957
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q2",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.020595969632267952
+                ],
+                "opposite_logprob_tokens": [
+                    -3.8955960273742676
+                ],
+                "logprob_reward": -0.020595969632267952,
+                "yes_no_margin_reward": 3.875,
+                "token_credit_reward": -0.020595969632267952,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.06235847622156143,
+                    0.5173482894897461,
+                    0.04944446310400963,
+                    0.03972794488072395,
+                    0.11947769671678543,
+                    0.0833982527256012,
+                    0.033034078776836395,
+                    0.043660055845975876,
+                    0.01968212053179741,
+                    0.03186866268515587
+                ],
+                "top_frames": [
+                    1,
+                    4,
+                    5
+                ],
+                "selected_reward": -0.020595969632267952
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q3",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.011079693213105202
+                ],
+                "opposite_logprob_tokens": [
+                    -4.511079788208008
+                ],
+                "logprob_reward": -0.011079693213105202,
+                "yes_no_margin_reward": 4.5,
+                "token_credit_reward": -0.011079693213105202,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.144776850938797,
+                    0.14835859835147858,
+                    0.12735536694526672,
+                    0.08602326363325119,
+                    0.1464846432209015,
+                    0.05672989785671234,
+                    0.0816640853881836,
+                    0.06232123821973801,
+                    0.03693319484591484,
+                    0.10935283452272415
+                ],
+                "top_frames": [
+                    1,
+                    4,
+                    0
+                ],
+                "selected_reward": -0.011079693213105202
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q4",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.10030826926231384
+                ],
+                "opposite_logprob_tokens": [
+                    -2.3503081798553467
+                ],
+                "logprob_reward": -0.10030826926231384,
+                "yes_no_margin_reward": 2.25,
+                "token_credit_reward": -0.10030826926231384,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.23492595553398132,
+                    0.21992601454257965,
+                    0.04987281560897827,
+                    0.02204519510269165,
+                    0.055058833211660385,
+                    0.04141860082745552,
+                    0.03038053959608078,
+                    0.07770530879497528,
+                    0.043127626180648804,
+                    0.22553908824920654
+                ],
+                "top_frames": [
+                    0,
+                    9,
+                    1
+                ],
+                "selected_reward": -0.10030826926231384
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q5",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.026343757286667824
+                ],
+                "opposite_logprob_tokens": [
+                    -3.651343822479248
+                ],
+                "logprob_reward": -0.026343757286667824,
+                "yes_no_margin_reward": 3.625,
+                "token_credit_reward": -0.026343757286667824,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.07601344585418701,
+                    0.4855530858039856,
+                    0.075519859790802,
+                    0.030725089833140373,
+                    0.14609850943088531,
+                    0.02666601911187172,
+                    0.023008743301033974,
+                    0.047365978360176086,
+                    0.027998708188533783,
+                    0.06105060502886772
+                ],
+                "top_frames": [
+                    1,
+                    4,
+                    0
+                ],
+                "selected_reward": -0.026343757286667824
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "Yes",
+            "Yes",
+            "Yes",
+            "Yes",
+            "Yes"
+        ]
+    },
+    {
+        "prompt": "slow, deliberate 360-degree orbiting shot begins, the camera moving steadily at eye level around a magnificent, sun-warmed peach tree. The scene is rendered with a deeply natural and earthy style, emphasizing organic textures. The tree's gnarled, weathered bark creates a tactile contrast with its canopy of lush, dark green leaves, still shimmering with the lingering crystal droplets of a recent rain shower. Its branches hang heavy with an abundance of ripe fruit; each peach is a gradient of color, from pale yellow to deep rose, its skin covered in a delicate, furry velvet that captures the flecked golden sunlight filtering through the leaves. As the camera continues its graceful and steady rotation, the pastoral sky in the background reveals itself, a canvas of soft blue and broken white clouds. Then, a stunning, vibrant, full-spectrum rainbow appears, shimmering against the clear sky, its perfect semicircle framing the tree at the peak of the camera's turn, creating an atmosphere of profound tranquility and wonder.",
+        "seed": 4567,
+        "video_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_7/index_883_seed_4567_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,
+        "avg": -0.22679002322256564,
+        "vlm_logprob": -0.22679002322256564,
+        "vlm_yes_no_margin": 2.6,
+        "vlm_token_credit": -0.22679002322256564,
+        "vlm_yes_ratio": 0.8,
+        "vlm_num_questions": 5.0,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "q1",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "No",
+                "normalized_pred_keywords": [
+                    "No"
+                ],
+                "target_logprob_tokens": [
+                    -0.9753823280334473
+                ],
+                "opposite_logprob_tokens": [
+                    -0.47538232803344727
+                ],
+                "logprob_reward": -0.9753823280334473,
+                "yes_no_margin_reward": -0.5,
+                "token_credit_reward": -0.9753823280334473,
+                "yes_ratio_reward": 0.0,
+                "frame_importance": [
+                    0.11314898729324341,
+                    0.08069925010204315,
+                    0.07805239409208298,
+                    0.060152918100357056,
+                    0.15936343371868134,
+                    0.04609336704015732,
+                    0.04937978461384773,
+                    0.04462914168834686,
+                    0.2787322998046875,
+                    0.08974853903055191
+                ],
+                "top_frames": [
+                    8,
+                    4,
+                    0
+                ],
+                "selected_reward": -0.9753823280334473
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q2",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.029810355976223946
+                ],
+                "opposite_logprob_tokens": [
+                    -3.5298104286193848
+                ],
+                "logprob_reward": -0.029810355976223946,
+                "yes_no_margin_reward": 3.5,
+                "token_credit_reward": -0.029810355976223946,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.1891513615846634,
+                    0.09132282435894012,
+                    0.11511193215847015,
+                    0.11391010135412216,
+                    0.06914062798023224,
+                    0.09424037486314774,
+                    0.05022784322500229,
+                    0.03322111442685127,
+                    0.15199023485183716,
+                    0.09168359637260437
+                ],
+                "top_frames": [
+                    0,
+                    8,
+                    2
+                ],
+                "selected_reward": -0.029810355976223946
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q3",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.01607329398393631
+                ],
+                "opposite_logprob_tokens": [
+                    -4.141073226928711
+                ],
+                "logprob_reward": -0.01607329398393631,
+                "yes_no_margin_reward": 4.125,
+                "token_credit_reward": -0.01607329398393631,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.10966402292251587,
+                    0.10732916742563248,
+                    0.10034183412790298,
+                    0.19023871421813965,
+                    0.07322201132774353,
+                    0.09232785552740097,
+                    0.04632875695824623,
+                    0.03110952116549015,
+                    0.13275553286075592,
+                    0.11668259650468826
+                ],
+                "top_frames": [
+                    3,
+                    8,
+                    9
+                ],
+                "selected_reward": -0.01607329398393631
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q4",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.07898834347724915
+                ],
+                "opposite_logprob_tokens": [
+                    -2.5789883136749268
+                ],
+                "logprob_reward": -0.07898834347724915,
+                "yes_no_margin_reward": 2.5,
+                "token_credit_reward": -0.07898834347724915,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.029211213812232018,
+                    0.0962330624461174,
+                    0.03365671634674072,
+                    0.031865548342466354,
+                    0.07409404218196869,
+                    0.026168595999479294,
+                    0.042661163955926895,
+                    0.019458508118987083,
+                    0.42681795358657837,
+                    0.21983319520950317
+                ],
+                "top_frames": [
+                    8,
+                    9,
+                    1
+                ],
+                "selected_reward": -0.07898834347724915
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q5",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.03369579464197159
+                ],
+                "opposite_logprob_tokens": [
+                    -3.408695697784424
+                ],
+                "logprob_reward": -0.03369579464197159,
+                "yes_no_margin_reward": 3.375,
+                "token_credit_reward": -0.03369579464197159,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.1579335629940033,
+                    0.06712175905704498,
+                    0.086064912378788,
+                    0.03977089002728462,
+                    0.08333040028810501,
+                    0.03990938514471054,
+                    0.051864512264728546,
+                    0.06393323838710785,
+                    0.22399768233299255,
+                    0.18607357144355774
+                ],
+                "top_frames": [
+                    8,
+                    9,
+                    0
+                ],
+                "selected_reward": -0.03369579464197159
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "No",
+            "Yes",
+            "Yes",
+            "Yes",
+            "Yes"
+        ]
+    },
+    {
+        "prompt": "slow, deliberate 360-degree orbiting shot begins, the camera moving steadily at eye level around a magnificent, sun-warmed peach tree. The scene is rendered with a deeply natural and earthy style, emphasizing organic textures. The tree's gnarled, weathered bark creates a tactile contrast with its canopy of lush, dark green leaves, still shimmering with the lingering crystal droplets of a recent rain shower. Its branches hang heavy with an abundance of ripe fruit; each peach is a gradient of color, from pale yellow to deep rose, its skin covered in a delicate, furry velvet that captures the flecked golden sunlight filtering through the leaves. As the camera continues its graceful and steady rotation, the pastoral sky in the background reveals itself, a canvas of soft blue and broken white clouds. Then, a stunning, vibrant, full-spectrum rainbow appears, shimmering against the clear sky, its perfect semicircle framing the tree at the peak of the camera's turn, creating an atmosphere of profound tranquility and wonder.",
+        "seed": 4568,
+        "video_path": "./outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/rl_samples/0000037/group_7/index_883_seed_4568_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,
+        "avg": -0.15694059524685144,
+        "vlm_logprob": -0.15694059524685144,
+        "vlm_yes_no_margin": 2.75,
+        "vlm_token_credit": -0.15694059524685144,
+        "vlm_yes_ratio": 1.0,
+        "vlm_num_questions": 5.0,
+        "reward_records": [
+            {
+                "sample_idx": 0,
+                "question_id": "q1",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.637078583240509
+                ],
+                "opposite_logprob_tokens": [
+                    -0.762078583240509
+                ],
+                "logprob_reward": -0.637078583240509,
+                "yes_no_margin_reward": 0.125,
+                "token_credit_reward": -0.637078583240509,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.04024593159556389,
+                    0.0821334570646286,
+                    0.09455202519893646,
+                    0.14961762726306915,
+                    0.073445163667202,
+                    0.1279807835817337,
+                    0.09184419363737106,
+                    0.2136603444814682,
+                    0.08406346291303635,
+                    0.04245707392692566
+                ],
+                "top_frames": [
+                    7,
+                    3,
+                    5
+                ],
+                "selected_reward": -0.637078583240509
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q2",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.029811859130859375
+                ],
+                "opposite_logprob_tokens": [
+                    -3.5298118591308594
+                ],
+                "logprob_reward": -0.029811859130859375,
+                "yes_no_margin_reward": 3.5,
+                "token_credit_reward": -0.029811859130859375,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.1447598934173584,
+                    0.13991080224514008,
+                    0.1989479809999466,
+                    0.05822889506816864,
+                    0.09690140187740326,
+                    0.1284266710281372,
+                    0.0676206573843956,
+                    0.039000313729047775,
+                    0.04677784815430641,
+                    0.07942552119493484
+                ],
+                "top_frames": [
+                    2,
+                    0,
+                    1
+                ],
+                "selected_reward": -0.029811859130859375
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q3",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.01419647503644228
+                ],
+                "opposite_logprob_tokens": [
+                    -4.264196395874023
+                ],
+                "logprob_reward": -0.01419647503644228,
+                "yes_no_margin_reward": 4.25,
+                "token_credit_reward": -0.01419647503644228,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.19224323332309723,
+                    0.08086733520030975,
+                    0.06407783180475235,
+                    0.1916269063949585,
+                    0.06753655523061752,
+                    0.10634274780750275,
+                    0.05317523330450058,
+                    0.06303397566080093,
+                    0.0722975805401802,
+                    0.1087985709309578
+                ],
+                "top_frames": [
+                    0,
+                    3,
+                    9
+                ],
+                "selected_reward": -0.01419647503644228
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q4",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.05496332421898842
+                ],
+                "opposite_logprob_tokens": [
+                    -2.9299633502960205
+                ],
+                "logprob_reward": -0.05496332421898842,
+                "yes_no_margin_reward": 2.875,
+                "token_credit_reward": -0.05496332421898842,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.07916460931301117,
+                    0.030525535345077515,
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+                    0.027655838057398796,
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+                    0.15130914747714996,
+                    0.2111409604549408,
+                    0.2764221429824829
+                ],
+                "top_frames": [
+                    9,
+                    8,
+                    7
+                ],
+                "selected_reward": -0.05496332421898842
+            },
+            {
+                "sample_idx": 0,
+                "question_id": "q5",
+                "question": "You are a careful video question-answering assistant.\nUse only visually grounded evidence from the video, and do not guess unseen details.\n\nGiven an AI generated video, answer the following atomic visual questions using only evidence from the video.\n\nRules:\n- Answer each question independently.\n- Use concise canonical phrases.\n- Do not add explanations.\n- For \"yes_no\" questions, answer with \"Yes\" or \"No\" only.\n- Return valid JSON only.\n\nOutput format:\n{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"...\"}]}\n\nSub-questions:\n- {\"id\": \"q1\", \"question\": \"Is the camera executing a slow, deliberate 360-degree orbiting shot around the central subject?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q2\", \"question\": \"Is the central subject a peach tree with gnarled, weathered bark and lush dark green leaves?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q3\", \"question\": \"Are the peaches on the tree depicted as ripe with a gradient color from pale yellow to deep rose and a furry velvet texture?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q4\", \"question\": \"Is a vibrant, full-spectrum rainbow visible in the background sky, forming a perfect semicircle around the tree?\", \"answer_type\": \"yes_no\"}\n- {\"id\": \"q5\", \"question\": \"Is the scene rendered with a natural, earthy style featuring organic textures and crystal droplets on the leaves?\", \"answer_type\": \"yes_no\"}",
+                "ref_answer": "{\"sub_answers\": [{\"id\": \"q1\", \"answer\": \"Yes\"}, {\"id\": \"q2\", \"answer\": \"Yes\"}, {\"id\": \"q3\", \"answer\": \"Yes\"}, {\"id\": \"q4\", \"answer\": \"Yes\"}, {\"id\": \"q5\", \"answer\": \"Yes\"}]}",
+                "target_answer": "Yes",
+                "pred_sentence": "Yes",
+                "normalized_pred_keywords": [
+                    "Yes"
+                ],
+                "target_logprob_tokens": [
+                    -0.048652734607458115
+                ],
+                "opposite_logprob_tokens": [
+                    -3.0486526489257812
+                ],
+                "logprob_reward": -0.048652734607458115,
+                "yes_no_margin_reward": 3.0,
+                "token_credit_reward": -0.048652734607458115,
+                "yes_ratio_reward": 1.0,
+                "frame_importance": [
+                    0.22069112956523895,
+                    0.10425853729248047,
+                    0.10772155225276947,
+                    0.0462450236082077,
+                    0.0568341426551342,
+                    0.05783206596970558,
+                    0.05733218044042587,
+                    0.10464842617511749,
+                    0.11801659315824509,
+                    0.1264203041791916
+                ],
+                "top_frames": [
+                    0,
+                    9,
+                    8
+                ],
+                "selected_reward": -0.048652734607458115
+            }
+        ],
+        "vlm_decoded_outputs": [
+            "Yes",
+            "Yes",
+            "Yes",
+            "Yes",
+            "Yes"
+        ]
+    }
+]

outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A man is cutting objects.-0.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A man is dancing.-0.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A man is dancing.-1.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A man is doing exercises.-1.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A man is doing gymnastics.-1.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A man is doing yoga.-2.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A man is jumping.-2.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A man is playing badminton.-0.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A man is playing badminton.-1.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A man is playing basketball.-0.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A man is playing basketball.-1.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A man is playing football.-2.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A man is playing ping-pong.-2.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A man is riding a bike.-0.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A man is riding a bike.-1.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A man is running.-0.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A man is running.-1.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A man is walking.-2.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A person is brushing their teeth, then they suddenly start making breakfast.-0.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A person is brushing their teeth, then they suddenly start making breakfast.-1.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A person is checking their email, then they suddenly start making a phone call.-0.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A person is checking their phone, then they suddenly start watering the plants.-2.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A person is cleaning the kitchen, then they suddenly start mopping the floor.-0.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A person is cooking dinner, then they suddenly start organizing the pantry.-0.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A person is cooking dinner, then they suddenly start organizing the pantry.-1.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A person is drinking a glass of water, then they suddenly start cleaning the windows.-0.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A person is drinking a glass of water, then they suddenly start cleaning the windows.-1.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A person is drinking a smoothie, then they suddenly start folding clothes.-0.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A person is drinking coffee, then they suddenly get up and start sweeping the garage.-0.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A person is eating a sandwich, then they suddenly start organizing the bookshelf.-2.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A person is eating dinner, then they suddenly start washing the dishes.-0.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A person is listening to music, then they suddenly start washing the dishes.-0.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A person is organizing their desk, then they suddenly start doing the dishes.-1.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A person is playing a game on their phone, then they suddenly start cleaning the bathroom.-2.mp4

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outputs/yw006-4-sage-qwen35-9b-token-credit-video-adv-2/vbench2_eval/step_100/videos/Human_Anatomy/A person is putting on shoes, then they suddenly start making a sandwich.-2.mp4

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