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  1. outputs/demo/mcq/cards/00_title.mp4 +3 -0
  2. outputs/demo/mcq/cards/card1_00136.mp4 +3 -0
  3. outputs/demo/mcq/cards/card2_01779.mp4 +3 -0
  4. outputs/demo/mcq/cards/card3_00676.mp4 +3 -0
  5. outputs/demo/ood_turn_probe/probe_result.json +10 -0
  6. outputs/demo/ood_turn_probe/segments.json +1004 -0
  7. outputs/demo/ood_turn_probe_cab/feats_frozen.npy +3 -0
  8. outputs/demo/ood_turn_probe_cab/feats_ours.npy +3 -0
  9. outputs/demo/ood_turn_probe_cab/probe_result.json +10 -0
  10. outputs/demo/ood_turn_probe_cab/segments.json +332 -0
  11. outputs/demo/reveal_probe/contact_sheet.png +3 -0
  12. outputs/demo/reveal_probe/contact_sheet_random12.png +3 -0
  13. outputs/demo/reveal_probe/contact_sheet_strict.png +3 -0
  14. outputs/demo/reveal_probe/turn_labels.json +0 -0
  15. outputs/demo/reveal_probe/youtube_turns.png +3 -0
  16. outputs/demo/vlm/eyeball_frozen_early.json +332 -0
  17. outputs/demo/vlm/eyeball_frozen_early.txt +489 -0
  18. outputs/demo/vlm/eyeball_ours_early.json +332 -0
  19. outputs/demo/vlm/eyeball_ours_early.txt +489 -0
  20. outputs/demo/vlm/gate_report_early.INVALID.json +1 -0
  21. outputs/demo/vlm/gate_report_early.json +1 -0
  22. outputs/demo/vlm/heroes_vlm_early.json +1 -0
  23. outputs/demo/vlm/preds_frozen_early.BROKEN_METRIC.json +0 -0
  24. outputs/demo/vlm/preds_frozen_early.json +0 -0
  25. outputs/demo/vlm/preds_ours_early.json +0 -0
  26. outputs/demo/vlm_ckpt/frozen/lora/README.md +207 -0
  27. outputs/demo/vlm_ckpt/frozen/lora/adapter_config.json +48 -0
  28. outputs/demo/vlm_ckpt/ours/lora/README.md +207 -0
  29. outputs/demo/vlm_ckpt/ours/lora/adapter_config.json +48 -0
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1
+ [
2
+ {
3
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
4
+ "task": "action",
5
+ "fmt": "mc",
6
+ "question": "<video>\nWhat are the dolphins doing in the water? \nA. Diving\nB. Swimming\nC. Sleeping\nD. Jumping\nAnswer with the option's letter.",
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+ "answer": "B. Swimming",
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+ "gt": "B",
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+ "pred": "D",
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+ "raw": "D. Jumping",
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+ "correct": 0
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+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
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+ "task": "action",
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+ "fmt": "mc",
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+ "question": "<video>\nWhich activity can be observed in the dolphins? \nA. Dancing\nB. Swimming\nC. Climbing\nD. Diving\nAnswer with the option's letter.",
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+ "answer": "B. Swimming",
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+ "gt": "B",
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+ "pred": "B",
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+ "raw": "B. Swimming",
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+ },
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+ {
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+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
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+ "task": "action",
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+ "fmt": "mc",
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+ "question": "<video>\nWhat is the action of the dolphins in the video? \nA. Swimming\nB. Jumping\nC. Flying\nD. Reading\nAnswer with the option's letter.",
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+ "answer": "A. Swimming",
30
+ "gt": "A",
31
+ "pred": "A",
32
+ "raw": "A. Swimming",
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+ "correct": 1
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+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
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+ "task": "direction",
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+ "fmt": "mc",
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+ "question": "<video>\nWhat is the movement of the dolphins?\nA. swimming towards the shore\nB. hovering in one place\nC. swimming away from the shore\nAnswer with the option's letter.",
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+ "answer": "A. swimming towards the shore",
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+ "raw": "A. swimming towards the shore",
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+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
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+ "task": "direction",
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+ "question": "<video>\nIn which direction are the dolphins swimming?\nA. parallel to the shore\nB. towards the shore\nC. away from the shore\nAnswer with the option's letter.",
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+ "answer": "B. towards the shore",
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+ "gt": "B",
53
+ "pred": "C",
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+ "raw": "C. away from the shore",
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+ "correct": 0
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+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
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+ "task": "direction",
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+ "question": "<video>\nIf you observe the dolphins, what direction would you notice them heading?\nA. towards the shore\nB. parallel to the shore\nC. away from the shore\nAnswer with the option's letter.",
62
+ "answer": "A. towards the shore",
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+ "gt": "A",
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+ "pred": "B",
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+ "raw": "B. parallel to the shore",
66
+ "correct": 0
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+ },
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+ {
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+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
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+ "task": "speed",
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+ "fmt": "mc",
72
+ "question": "<video>\nWhat is the rate of movement in the video?\nA. fast speed\nB. no speed\nC. normal speed\nD. slow speed\nAnswer with the option's letter.",
73
+ "answer": "C. normal speed",
74
+ "gt": "C",
75
+ "pred": "D",
76
+ "raw": "D. slow speed",
77
+ "correct": 0
78
+ },
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+ {
80
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
81
+ "task": "speed",
82
+ "fmt": "mc",
83
+ "question": "<video>\nWhich word describes the pace of the video?\nA. stationary speed\nB. leisurely speed\nC. moderate speed\nD. rapid speed\nAnswer with the option's letter.",
84
+ "answer": "C. moderate speed",
85
+ "gt": "C",
86
+ "pred": "D",
87
+ "raw": "D. rapid speed",
88
+ "correct": 0
89
+ },
90
+ {
91
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
92
+ "task": "speed",
93
+ "fmt": "mc",
94
+ "question": "<video>\nWhat term best describes the velocity of the video?\nA. average speed\nB. low speed\nC. high speed\nD. still speed\nAnswer with the option's letter.",
95
+ "answer": "A. average speed",
96
+ "gt": "A",
97
+ "pred": "C",
98
+ "raw": "C. high speed",
99
+ "correct": 0
100
+ },
101
+ {
102
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
103
+ "task": "speed",
104
+ "fmt": "mc",
105
+ "question": "<video>\nWhat type of motion does the video exhibit?\nA. standard speed\nB. immobile speed\nC. sluggish speed\nD. swift speed\nAnswer with the option's letter.",
106
+ "answer": "A. standard speed",
107
+ "gt": "A",
108
+ "pred": "D",
109
+ "raw": "D. swift speed",
110
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111
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112
+ {
113
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
114
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115
+ "fmt": "mc",
116
+ "question": "<video>\nWhat is the tempo of the video?\nA. rapid speed\nB. unhurried speed\nC. regular speed\nD. static speed\nAnswer with the option's letter.",
117
+ "answer": "C. regular speed",
118
+ "gt": "C",
119
+ "pred": "A",
120
+ "raw": "A. rapid speed",
121
+ "correct": 0
122
+ },
123
+ {
124
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
125
+ "task": "order",
126
+ "fmt": "mc",
127
+ "question": "<video>\nWhat is the sequence of events involving dolphins?\nA. swimming towards the shore, then getting fed with fish\nB. swimming in circles\nC. getting fed with fish, then swimming towards the shore\nAnswer with the option's letter.",
128
+ "answer": "A. swimming towards the shore, then getting fed with fish",
129
+ "gt": "A",
130
+ "pred": "A",
131
+ "raw": "A. swimming towards the shore, then",
132
+ "correct": 1
133
+ },
134
+ {
135
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
136
+ "task": "order",
137
+ "fmt": "mc",
138
+ "question": "<video>\nWhat is the first event that happens to the dolphins?\nA. Getting fed with fish\nB. None of the above\nC. Swimming towards the shore\nAnswer with the option's letter.",
139
+ "answer": "C. Swimming towards the shore",
140
+ "gt": "C",
141
+ "pred": "B",
142
+ "raw": "B. None of the above",
143
+ "correct": 0
144
+ },
145
+ {
146
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
147
+ "task": "order",
148
+ "fmt": "mc",
149
+ "question": "<video>\nWhat is the last event in order that happens to the dolphins?\nA. None of the above\nB. Swimming towards the shore\nC. Getting fed with fish\nAnswer with the option's letter.",
150
+ "answer": "C. Getting fed with fish",
151
+ "gt": "C",
152
+ "pred": "A",
153
+ "raw": "A. None of the above",
154
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155
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156
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157
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
158
+ "task": "action",
159
+ "fmt": "mc",
160
+ "question": "<video>\nWhat is the woman doing in the video?\nA. waking up\nB. tossing and turning in the bed\nC. falling asleep\nAnswer with the option's letter.",
161
+ "answer": "A. waking up",
162
+ "gt": "A",
163
+ "pred": "B",
164
+ "raw": "B. tossing and turning in the bed",
165
+ "correct": 0
166
+ },
167
+ {
168
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
169
+ "task": "action",
170
+ "fmt": "mc",
171
+ "question": "<video>\nWhat action is the woman performing?\nA. waking up\nB. tossing and turning in the bed\nC. falling asleep\nAnswer with the option's letter.",
172
+ "answer": "A. waking up",
173
+ "gt": "A",
174
+ "pred": "B",
175
+ "raw": "B. tossing and turning in the bed",
176
+ "correct": 0
177
+ },
178
+ {
179
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
180
+ "task": "action",
181
+ "fmt": "mc",
182
+ "question": "<video>\nWhich of the following actions is the woman engaged in?\nA. tossing and turning in the bed\nB. waking up\nC. falling asleep\nAnswer with the option's letter.",
183
+ "answer": "B. waking up",
184
+ "gt": "B",
185
+ "pred": "C",
186
+ "raw": "C. falling asleep",
187
+ "correct": 0
188
+ },
189
+ {
190
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
191
+ "task": "action",
192
+ "fmt": "mc",
193
+ "question": "<video>\nIn the video, what is the woman's activity?\nA. waking up\nB. tossing and turning in the bed\nC. falling asleep\nAnswer with the option's letter.",
194
+ "answer": "A. waking up",
195
+ "gt": "A",
196
+ "pred": "B",
197
+ "raw": "B. tossing and turning in the bed",
198
+ "correct": 0
199
+ },
200
+ {
201
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
202
+ "task": "action",
203
+ "fmt": "mc",
204
+ "question": "<video>\nWhat action is depicted in the video?\nA. falling asleep\nB. waking up\nC. tossing and turning in the bed\nAnswer with the option's letter.",
205
+ "answer": "B. waking up",
206
+ "gt": "B",
207
+ "pred": "B",
208
+ "raw": "B. waking up",
209
+ "correct": 1
210
+ },
211
+ {
212
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
213
+ "task": "order",
214
+ "fmt": "mc",
215
+ "question": "<video>\nWhat is the first event in the sequence?\nA. Getting out of bed\nB. Opening the curtains\nC. Both events happen simultaneously\nAnswer with the option's letter.",
216
+ "answer": "A. Getting out of bed",
217
+ "gt": "A",
218
+ "pred": "A",
219
+ "raw": "A. Getting out of bed",
220
+ "correct": 1
221
+ },
222
+ {
223
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
224
+ "task": "order",
225
+ "fmt": "mc",
226
+ "question": "<video>\nWhich event occurs after getting out of bed?\nA. Opening the curtains\nB. Closing the curtains\nC. None of the above\nAnswer with the option's letter.",
227
+ "answer": "A. Opening the curtains",
228
+ "gt": "A",
229
+ "pred": "A",
230
+ "raw": "A. Opening the curtains",
231
+ "correct": 1
232
+ },
233
+ {
234
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
235
+ "task": "order",
236
+ "fmt": "mc",
237
+ "question": "<video>\nWhat is the last event to occur?\nA. Opening the curtains\nB. None of the above\nC. Getting out of bed\nAnswer with the option's letter.",
238
+ "answer": "A. Opening the curtains",
239
+ "gt": "A",
240
+ "pred": "B",
241
+ "raw": "B. None of the above",
242
+ "correct": 0
243
+ },
244
+ {
245
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
246
+ "task": "attribute_change",
247
+ "fmt": "mc",
248
+ "question": "<video>\nWhat is happening to the video?\nA. staying the same brightness\nB. turning darker\nC. turning brighter\nAnswer with the option's letter.",
249
+ "answer": "C. turning brighter",
250
+ "gt": "C",
251
+ "pred": "B",
252
+ "raw": "B. turning darker",
253
+ "correct": 0
254
+ },
255
+ {
256
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
257
+ "task": "attribute_change",
258
+ "fmt": "mc",
259
+ "question": "<video>\nHow does the video change in terms of brightness?\nA. decreasing\nB. remaining constant\nC. increasing\nAnswer with the option's letter.",
260
+ "answer": "C. increasing",
261
+ "gt": "C",
262
+ "pred": "A",
263
+ "raw": "A. decreasing",
264
+ "correct": 0
265
+ },
266
+ {
267
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
268
+ "task": "attribute_change",
269
+ "fmt": "mc",
270
+ "question": "<video>\nWhat is occurring with the video's attribute?\nA. maintaining steady brightness\nB. getting brighter\nC. getting dimmer\nAnswer with the option's letter.",
271
+ "answer": "B. getting brighter",
272
+ "gt": "B",
273
+ "pred": "C",
274
+ "raw": "C. getting dimmer",
275
+ "correct": 0
276
+ },
277
+ {
278
+ "video": "data/vlm/tempcompass_videos/videos/1081684532.mp4",
279
+ "task": "direction",
280
+ "fmt": "mc",
281
+ "question": "<video>\nWhat is the direction of the asteroids in the video?\nA. flying away from the camera\nB. flying to the left\nC. flying towards the camera\nD. flying to the right\nAnswer with the option's letter.",
282
+ "answer": "C. flying towards the camera",
283
+ "gt": "C",
284
+ "pred": "D",
285
+ "raw": "D. flying to the right",
286
+ "correct": 0
287
+ },
288
+ {
289
+ "video": "data/vlm/tempcompass_videos/videos/1081684532.mp4",
290
+ "task": "direction",
291
+ "fmt": "mc",
292
+ "question": "<video>\nWhich direction are the asteroids moving?\nA. downwards\nB. towards the camera\nC. upwards\nD. away from the camera\nAnswer with the option's letter.",
293
+ "answer": "B. towards the camera",
294
+ "gt": "B",
295
+ "pred": "D",
296
+ "raw": "D. away from the camera",
297
+ "correct": 0
298
+ },
299
+ {
300
+ "video": "data/vlm/tempcompass_videos/videos/1081684532.mp4",
301
+ "task": "direction",
302
+ "fmt": "mc",
303
+ "question": "<video>\nWhich way are the asteroids going?\nA. towards the camera\nB. parallel to the camera\nC. away from the camera\nAnswer with the option's letter.",
304
+ "answer": "A. towards the camera",
305
+ "gt": "A",
306
+ "pred": "C",
307
+ "raw": "C. away from the camera",
308
+ "correct": 0
309
+ },
310
+ {
311
+ "video": "data/vlm/tempcompass_videos/videos/23391142.mp4",
312
+ "task": "action",
313
+ "fmt": "mc",
314
+ "question": "<video>\nWhat are the people doing in the video?\nA. dancing\nB. playing badminton\nC. reading books\nAnswer with the option's letter.",
315
+ "answer": "B. playing badminton",
316
+ "gt": "B",
317
+ "pred": "A",
318
+ "raw": "A. dancing",
319
+ "correct": 0
320
+ },
321
+ {
322
+ "video": "data/vlm/tempcompass_videos/videos/23391142.mp4",
323
+ "task": "action",
324
+ "fmt": "mc",
325
+ "question": "<video>\nWhat activity are the people engaged in?\nA. swimming\nB. playing badminton\nC. playing soccer\nAnswer with the option's letter.",
326
+ "answer": "B. playing badminton",
327
+ "gt": "B",
328
+ "pred": "B",
329
+ "raw": "B. playing badminton",
330
+ "correct": 1
331
+ }
332
+ ]
outputs/demo/vlm/eyeball_frozen_early.txt ADDED
@@ -0,0 +1,489 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ====================================================================================================
2
+ [1/30] clip=1084153195.mp4 dim=action fmt=mc
3
+ ----------------------------------------------------------------------------------------------------
4
+ INPUT PROMPT (verbatim, as sent to the VLM):
5
+ <video>
6
+ What are the dolphins doing in the water?
7
+ A. Diving
8
+ B. Swimming
9
+ C. Sleeping
10
+ D. Jumping
11
+ Answer with the option's letter.
12
+
13
+ GROUND TRUTH : B. Swimming (scored as 'B')
14
+ VLM RAW OUTPUT: 'D. Jumping'
15
+ PARSED ANSWER : 'D'
16
+ VERDICT : WRONG
17
+
18
+ ====================================================================================================
19
+ [2/30] clip=1084153195.mp4 dim=action fmt=mc
20
+ ----------------------------------------------------------------------------------------------------
21
+ INPUT PROMPT (verbatim, as sent to the VLM):
22
+ <video>
23
+ Which activity can be observed in the dolphins?
24
+ A. Dancing
25
+ B. Swimming
26
+ C. Climbing
27
+ D. Diving
28
+ Answer with the option's letter.
29
+
30
+ GROUND TRUTH : B. Swimming (scored as 'B')
31
+ VLM RAW OUTPUT: 'B. Swimming'
32
+ PARSED ANSWER : 'B'
33
+ VERDICT : CORRECT
34
+
35
+ ====================================================================================================
36
+ [3/30] clip=1084153195.mp4 dim=action fmt=mc
37
+ ----------------------------------------------------------------------------------------------------
38
+ INPUT PROMPT (verbatim, as sent to the VLM):
39
+ <video>
40
+ What is the action of the dolphins in the video?
41
+ A. Swimming
42
+ B. Jumping
43
+ C. Flying
44
+ D. Reading
45
+ Answer with the option's letter.
46
+
47
+ GROUND TRUTH : A. Swimming (scored as 'A')
48
+ VLM RAW OUTPUT: 'A. Swimming'
49
+ PARSED ANSWER : 'A'
50
+ VERDICT : CORRECT
51
+
52
+ ====================================================================================================
53
+ [4/30] clip=1084153195.mp4 dim=direction fmt=mc
54
+ ----------------------------------------------------------------------------------------------------
55
+ INPUT PROMPT (verbatim, as sent to the VLM):
56
+ <video>
57
+ What is the movement of the dolphins?
58
+ A. swimming towards the shore
59
+ B. hovering in one place
60
+ C. swimming away from the shore
61
+ Answer with the option's letter.
62
+
63
+ GROUND TRUTH : A. swimming towards the shore (scored as 'A')
64
+ VLM RAW OUTPUT: 'A. swimming towards the shore'
65
+ PARSED ANSWER : 'A'
66
+ VERDICT : CORRECT
67
+
68
+ ====================================================================================================
69
+ [5/30] clip=1084153195.mp4 dim=direction fmt=mc
70
+ ----------------------------------------------------------------------------------------------------
71
+ INPUT PROMPT (verbatim, as sent to the VLM):
72
+ <video>
73
+ In which direction are the dolphins swimming?
74
+ A. parallel to the shore
75
+ B. towards the shore
76
+ C. away from the shore
77
+ Answer with the option's letter.
78
+
79
+ GROUND TRUTH : B. towards the shore (scored as 'B')
80
+ VLM RAW OUTPUT: 'C. away from the shore'
81
+ PARSED ANSWER : 'C'
82
+ VERDICT : WRONG
83
+
84
+ ====================================================================================================
85
+ [6/30] clip=1084153195.mp4 dim=direction fmt=mc
86
+ ----------------------------------------------------------------------------------------------------
87
+ INPUT PROMPT (verbatim, as sent to the VLM):
88
+ <video>
89
+ If you observe the dolphins, what direction would you notice them heading?
90
+ A. towards the shore
91
+ B. parallel to the shore
92
+ C. away from the shore
93
+ Answer with the option's letter.
94
+
95
+ GROUND TRUTH : A. towards the shore (scored as 'A')
96
+ VLM RAW OUTPUT: 'B. parallel to the shore'
97
+ PARSED ANSWER : 'B'
98
+ VERDICT : WRONG
99
+
100
+ ====================================================================================================
101
+ [7/30] clip=1084153195.mp4 dim=speed fmt=mc
102
+ ----------------------------------------------------------------------------------------------------
103
+ INPUT PROMPT (verbatim, as sent to the VLM):
104
+ <video>
105
+ What is the rate of movement in the video?
106
+ A. fast speed
107
+ B. no speed
108
+ C. normal speed
109
+ D. slow speed
110
+ Answer with the option's letter.
111
+
112
+ GROUND TRUTH : C. normal speed (scored as 'C')
113
+ VLM RAW OUTPUT: 'D. slow speed'
114
+ PARSED ANSWER : 'D'
115
+ VERDICT : WRONG
116
+
117
+ ====================================================================================================
118
+ [8/30] clip=1084153195.mp4 dim=speed fmt=mc
119
+ ----------------------------------------------------------------------------------------------------
120
+ INPUT PROMPT (verbatim, as sent to the VLM):
121
+ <video>
122
+ Which word describes the pace of the video?
123
+ A. stationary speed
124
+ B. leisurely speed
125
+ C. moderate speed
126
+ D. rapid speed
127
+ Answer with the option's letter.
128
+
129
+ GROUND TRUTH : C. moderate speed (scored as 'C')
130
+ VLM RAW OUTPUT: 'D. rapid speed'
131
+ PARSED ANSWER : 'D'
132
+ VERDICT : WRONG
133
+
134
+ ====================================================================================================
135
+ [9/30] clip=1084153195.mp4 dim=speed fmt=mc
136
+ ----------------------------------------------------------------------------------------------------
137
+ INPUT PROMPT (verbatim, as sent to the VLM):
138
+ <video>
139
+ What term best describes the velocity of the video?
140
+ A. average speed
141
+ B. low speed
142
+ C. high speed
143
+ D. still speed
144
+ Answer with the option's letter.
145
+
146
+ GROUND TRUTH : A. average speed (scored as 'A')
147
+ VLM RAW OUTPUT: 'C. high speed'
148
+ PARSED ANSWER : 'C'
149
+ VERDICT : WRONG
150
+
151
+ ====================================================================================================
152
+ [10/30] clip=1084153195.mp4 dim=speed fmt=mc
153
+ ----------------------------------------------------------------------------------------------------
154
+ INPUT PROMPT (verbatim, as sent to the VLM):
155
+ <video>
156
+ What type of motion does the video exhibit?
157
+ A. standard speed
158
+ B. immobile speed
159
+ C. sluggish speed
160
+ D. swift speed
161
+ Answer with the option's letter.
162
+
163
+ GROUND TRUTH : A. standard speed (scored as 'A')
164
+ VLM RAW OUTPUT: 'D. swift speed'
165
+ PARSED ANSWER : 'D'
166
+ VERDICT : WRONG
167
+
168
+ ====================================================================================================
169
+ [11/30] clip=1084153195.mp4 dim=speed fmt=mc
170
+ ----------------------------------------------------------------------------------------------------
171
+ INPUT PROMPT (verbatim, as sent to the VLM):
172
+ <video>
173
+ What is the tempo of the video?
174
+ A. rapid speed
175
+ B. unhurried speed
176
+ C. regular speed
177
+ D. static speed
178
+ Answer with the option's letter.
179
+
180
+ GROUND TRUTH : C. regular speed (scored as 'C')
181
+ VLM RAW OUTPUT: 'A. rapid speed'
182
+ PARSED ANSWER : 'A'
183
+ VERDICT : WRONG
184
+
185
+ ====================================================================================================
186
+ [12/30] clip=1084153195.mp4 dim=order fmt=mc
187
+ ----------------------------------------------------------------------------------------------------
188
+ INPUT PROMPT (verbatim, as sent to the VLM):
189
+ <video>
190
+ What is the sequence of events involving dolphins?
191
+ A. swimming towards the shore, then getting fed with fish
192
+ B. swimming in circles
193
+ C. getting fed with fish, then swimming towards the shore
194
+ Answer with the option's letter.
195
+
196
+ GROUND TRUTH : A. swimming towards the shore, then getting fed with fish (scored as 'A')
197
+ VLM RAW OUTPUT: 'A. swimming towards the shore, then'
198
+ PARSED ANSWER : 'A'
199
+ VERDICT : CORRECT
200
+
201
+ ====================================================================================================
202
+ [13/30] clip=1084153195.mp4 dim=order fmt=mc
203
+ ----------------------------------------------------------------------------------------------------
204
+ INPUT PROMPT (verbatim, as sent to the VLM):
205
+ <video>
206
+ What is the first event that happens to the dolphins?
207
+ A. Getting fed with fish
208
+ B. None of the above
209
+ C. Swimming towards the shore
210
+ Answer with the option's letter.
211
+
212
+ GROUND TRUTH : C. Swimming towards the shore (scored as 'C')
213
+ VLM RAW OUTPUT: 'B. None of the above'
214
+ PARSED ANSWER : 'B'
215
+ VERDICT : WRONG
216
+
217
+ ====================================================================================================
218
+ [14/30] clip=1084153195.mp4 dim=order fmt=mc
219
+ ----------------------------------------------------------------------------------------------------
220
+ INPUT PROMPT (verbatim, as sent to the VLM):
221
+ <video>
222
+ What is the last event in order that happens to the dolphins?
223
+ A. None of the above
224
+ B. Swimming towards the shore
225
+ C. Getting fed with fish
226
+ Answer with the option's letter.
227
+
228
+ GROUND TRUTH : C. Getting fed with fish (scored as 'C')
229
+ VLM RAW OUTPUT: 'A. None of the above'
230
+ PARSED ANSWER : 'A'
231
+ VERDICT : WRONG
232
+
233
+ ====================================================================================================
234
+ [15/30] clip=1077146132.mp4 dim=action fmt=mc
235
+ ----------------------------------------------------------------------------------------------------
236
+ INPUT PROMPT (verbatim, as sent to the VLM):
237
+ <video>
238
+ What is the woman doing in the video?
239
+ A. waking up
240
+ B. tossing and turning in the bed
241
+ C. falling asleep
242
+ Answer with the option's letter.
243
+
244
+ GROUND TRUTH : A. waking up (scored as 'A')
245
+ VLM RAW OUTPUT: 'B. tossing and turning in the bed'
246
+ PARSED ANSWER : 'B'
247
+ VERDICT : WRONG
248
+
249
+ ====================================================================================================
250
+ [16/30] clip=1077146132.mp4 dim=action fmt=mc
251
+ ----------------------------------------------------------------------------------------------------
252
+ INPUT PROMPT (verbatim, as sent to the VLM):
253
+ <video>
254
+ What action is the woman performing?
255
+ A. waking up
256
+ B. tossing and turning in the bed
257
+ C. falling asleep
258
+ Answer with the option's letter.
259
+
260
+ GROUND TRUTH : A. waking up (scored as 'A')
261
+ VLM RAW OUTPUT: 'B. tossing and turning in the bed'
262
+ PARSED ANSWER : 'B'
263
+ VERDICT : WRONG
264
+
265
+ ====================================================================================================
266
+ [17/30] clip=1077146132.mp4 dim=action fmt=mc
267
+ ----------------------------------------------------------------------------------------------------
268
+ INPUT PROMPT (verbatim, as sent to the VLM):
269
+ <video>
270
+ Which of the following actions is the woman engaged in?
271
+ A. tossing and turning in the bed
272
+ B. waking up
273
+ C. falling asleep
274
+ Answer with the option's letter.
275
+
276
+ GROUND TRUTH : B. waking up (scored as 'B')
277
+ VLM RAW OUTPUT: 'C. falling asleep'
278
+ PARSED ANSWER : 'C'
279
+ VERDICT : WRONG
280
+
281
+ ====================================================================================================
282
+ [18/30] clip=1077146132.mp4 dim=action fmt=mc
283
+ ----------------------------------------------------------------------------------------------------
284
+ INPUT PROMPT (verbatim, as sent to the VLM):
285
+ <video>
286
+ In the video, what is the woman's activity?
287
+ A. waking up
288
+ B. tossing and turning in the bed
289
+ C. falling asleep
290
+ Answer with the option's letter.
291
+
292
+ GROUND TRUTH : A. waking up (scored as 'A')
293
+ VLM RAW OUTPUT: 'B. tossing and turning in the bed'
294
+ PARSED ANSWER : 'B'
295
+ VERDICT : WRONG
296
+
297
+ ====================================================================================================
298
+ [19/30] clip=1077146132.mp4 dim=action fmt=mc
299
+ ----------------------------------------------------------------------------------------------------
300
+ INPUT PROMPT (verbatim, as sent to the VLM):
301
+ <video>
302
+ What action is depicted in the video?
303
+ A. falling asleep
304
+ B. waking up
305
+ C. tossing and turning in the bed
306
+ Answer with the option's letter.
307
+
308
+ GROUND TRUTH : B. waking up (scored as 'B')
309
+ VLM RAW OUTPUT: 'B. waking up'
310
+ PARSED ANSWER : 'B'
311
+ VERDICT : CORRECT
312
+
313
+ ====================================================================================================
314
+ [20/30] clip=1077146132.mp4 dim=order fmt=mc
315
+ ----------------------------------------------------------------------------------------------------
316
+ INPUT PROMPT (verbatim, as sent to the VLM):
317
+ <video>
318
+ What is the first event in the sequence?
319
+ A. Getting out of bed
320
+ B. Opening the curtains
321
+ C. Both events happen simultaneously
322
+ Answer with the option's letter.
323
+
324
+ GROUND TRUTH : A. Getting out of bed (scored as 'A')
325
+ VLM RAW OUTPUT: 'A. Getting out of bed'
326
+ PARSED ANSWER : 'A'
327
+ VERDICT : CORRECT
328
+
329
+ ====================================================================================================
330
+ [21/30] clip=1077146132.mp4 dim=order fmt=mc
331
+ ----------------------------------------------------------------------------------------------------
332
+ INPUT PROMPT (verbatim, as sent to the VLM):
333
+ <video>
334
+ Which event occurs after getting out of bed?
335
+ A. Opening the curtains
336
+ B. Closing the curtains
337
+ C. None of the above
338
+ Answer with the option's letter.
339
+
340
+ GROUND TRUTH : A. Opening the curtains (scored as 'A')
341
+ VLM RAW OUTPUT: 'A. Opening the curtains'
342
+ PARSED ANSWER : 'A'
343
+ VERDICT : CORRECT
344
+
345
+ ====================================================================================================
346
+ [22/30] clip=1077146132.mp4 dim=order fmt=mc
347
+ ----------------------------------------------------------------------------------------------------
348
+ INPUT PROMPT (verbatim, as sent to the VLM):
349
+ <video>
350
+ What is the last event to occur?
351
+ A. Opening the curtains
352
+ B. None of the above
353
+ C. Getting out of bed
354
+ Answer with the option's letter.
355
+
356
+ GROUND TRUTH : A. Opening the curtains (scored as 'A')
357
+ VLM RAW OUTPUT: 'B. None of the above'
358
+ PARSED ANSWER : 'B'
359
+ VERDICT : WRONG
360
+
361
+ ====================================================================================================
362
+ [23/30] clip=1077146132.mp4 dim=attribute_change fmt=mc
363
+ ----------------------------------------------------------------------------------------------------
364
+ INPUT PROMPT (verbatim, as sent to the VLM):
365
+ <video>
366
+ What is happening to the video?
367
+ A. staying the same brightness
368
+ B. turning darker
369
+ C. turning brighter
370
+ Answer with the option's letter.
371
+
372
+ GROUND TRUTH : C. turning brighter (scored as 'C')
373
+ VLM RAW OUTPUT: 'B. turning darker'
374
+ PARSED ANSWER : 'B'
375
+ VERDICT : WRONG
376
+
377
+ ====================================================================================================
378
+ [24/30] clip=1077146132.mp4 dim=attribute_change fmt=mc
379
+ ----------------------------------------------------------------------------------------------------
380
+ INPUT PROMPT (verbatim, as sent to the VLM):
381
+ <video>
382
+ How does the video change in terms of brightness?
383
+ A. decreasing
384
+ B. remaining constant
385
+ C. increasing
386
+ Answer with the option's letter.
387
+
388
+ GROUND TRUTH : C. increasing (scored as 'C')
389
+ VLM RAW OUTPUT: 'A. decreasing'
390
+ PARSED ANSWER : 'A'
391
+ VERDICT : WRONG
392
+
393
+ ====================================================================================================
394
+ [25/30] clip=1077146132.mp4 dim=attribute_change fmt=mc
395
+ ----------------------------------------------------------------------------------------------------
396
+ INPUT PROMPT (verbatim, as sent to the VLM):
397
+ <video>
398
+ What is occurring with the video's attribute?
399
+ A. maintaining steady brightness
400
+ B. getting brighter
401
+ C. getting dimmer
402
+ Answer with the option's letter.
403
+
404
+ GROUND TRUTH : B. getting brighter (scored as 'B')
405
+ VLM RAW OUTPUT: 'C. getting dimmer'
406
+ PARSED ANSWER : 'C'
407
+ VERDICT : WRONG
408
+
409
+ ====================================================================================================
410
+ [26/30] clip=1081684532.mp4 dim=direction fmt=mc
411
+ ----------------------------------------------------------------------------------------------------
412
+ INPUT PROMPT (verbatim, as sent to the VLM):
413
+ <video>
414
+ What is the direction of the asteroids in the video?
415
+ A. flying away from the camera
416
+ B. flying to the left
417
+ C. flying towards the camera
418
+ D. flying to the right
419
+ Answer with the option's letter.
420
+
421
+ GROUND TRUTH : C. flying towards the camera (scored as 'C')
422
+ VLM RAW OUTPUT: 'D. flying to the right'
423
+ PARSED ANSWER : 'D'
424
+ VERDICT : WRONG
425
+
426
+ ====================================================================================================
427
+ [27/30] clip=1081684532.mp4 dim=direction fmt=mc
428
+ ----------------------------------------------------------------------------------------------------
429
+ INPUT PROMPT (verbatim, as sent to the VLM):
430
+ <video>
431
+ Which direction are the asteroids moving?
432
+ A. downwards
433
+ B. towards the camera
434
+ C. upwards
435
+ D. away from the camera
436
+ Answer with the option's letter.
437
+
438
+ GROUND TRUTH : B. towards the camera (scored as 'B')
439
+ VLM RAW OUTPUT: 'D. away from the camera'
440
+ PARSED ANSWER : 'D'
441
+ VERDICT : WRONG
442
+
443
+ ====================================================================================================
444
+ [28/30] clip=1081684532.mp4 dim=direction fmt=mc
445
+ ----------------------------------------------------------------------------------------------------
446
+ INPUT PROMPT (verbatim, as sent to the VLM):
447
+ <video>
448
+ Which way are the asteroids going?
449
+ A. towards the camera
450
+ B. parallel to the camera
451
+ C. away from the camera
452
+ Answer with the option's letter.
453
+
454
+ GROUND TRUTH : A. towards the camera (scored as 'A')
455
+ VLM RAW OUTPUT: 'C. away from the camera'
456
+ PARSED ANSWER : 'C'
457
+ VERDICT : WRONG
458
+
459
+ ====================================================================================================
460
+ [29/30] clip=23391142.mp4 dim=action fmt=mc
461
+ ----------------------------------------------------------------------------------------------------
462
+ INPUT PROMPT (verbatim, as sent to the VLM):
463
+ <video>
464
+ What are the people doing in the video?
465
+ A. dancing
466
+ B. playing badminton
467
+ C. reading books
468
+ Answer with the option's letter.
469
+
470
+ GROUND TRUTH : B. playing badminton (scored as 'B')
471
+ VLM RAW OUTPUT: 'A. dancing'
472
+ PARSED ANSWER : 'A'
473
+ VERDICT : WRONG
474
+
475
+ ====================================================================================================
476
+ [30/30] clip=23391142.mp4 dim=action fmt=mc
477
+ ----------------------------------------------------------------------------------------------------
478
+ INPUT PROMPT (verbatim, as sent to the VLM):
479
+ <video>
480
+ What activity are the people engaged in?
481
+ A. swimming
482
+ B. playing badminton
483
+ C. playing soccer
484
+ Answer with the option's letter.
485
+
486
+ GROUND TRUTH : B. playing badminton (scored as 'B')
487
+ VLM RAW OUTPUT: 'B. playing badminton'
488
+ PARSED ANSWER : 'B'
489
+ VERDICT : CORRECT
outputs/demo/vlm/eyeball_ours_early.json ADDED
@@ -0,0 +1,332 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
4
+ "task": "action",
5
+ "fmt": "mc",
6
+ "question": "<video>\nWhat are the dolphins doing in the water? \nA. Diving\nB. Swimming\nC. Sleeping\nD. Jumping\nAnswer with the option's letter.",
7
+ "answer": "B. Swimming",
8
+ "gt": "B",
9
+ "pred": "D",
10
+ "raw": "D. Jumping",
11
+ "correct": 0
12
+ },
13
+ {
14
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
15
+ "task": "action",
16
+ "fmt": "mc",
17
+ "question": "<video>\nWhich activity can be observed in the dolphins? \nA. Dancing\nB. Swimming\nC. Climbing\nD. Diving\nAnswer with the option's letter.",
18
+ "answer": "B. Swimming",
19
+ "gt": "B",
20
+ "pred": "B",
21
+ "raw": "B. Swimming",
22
+ "correct": 1
23
+ },
24
+ {
25
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
26
+ "task": "action",
27
+ "fmt": "mc",
28
+ "question": "<video>\nWhat is the action of the dolphins in the video? \nA. Swimming\nB. Jumping\nC. Flying\nD. Reading\nAnswer with the option's letter.",
29
+ "answer": "A. Swimming",
30
+ "gt": "A",
31
+ "pred": "A",
32
+ "raw": "A. Swimming",
33
+ "correct": 1
34
+ },
35
+ {
36
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
37
+ "task": "direction",
38
+ "fmt": "mc",
39
+ "question": "<video>\nWhat is the movement of the dolphins?\nA. swimming towards the shore\nB. hovering in one place\nC. swimming away from the shore\nAnswer with the option's letter.",
40
+ "answer": "A. swimming towards the shore",
41
+ "gt": "A",
42
+ "pred": "A",
43
+ "raw": "A. swimming towards the shore",
44
+ "correct": 1
45
+ },
46
+ {
47
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
48
+ "task": "direction",
49
+ "fmt": "mc",
50
+ "question": "<video>\nIn which direction are the dolphins swimming?\nA. parallel to the shore\nB. towards the shore\nC. away from the shore\nAnswer with the option's letter.",
51
+ "answer": "B. towards the shore",
52
+ "gt": "B",
53
+ "pred": "C",
54
+ "raw": "C. away from the shore",
55
+ "correct": 0
56
+ },
57
+ {
58
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
59
+ "task": "direction",
60
+ "fmt": "mc",
61
+ "question": "<video>\nIf you observe the dolphins, what direction would you notice them heading?\nA. towards the shore\nB. parallel to the shore\nC. away from the shore\nAnswer with the option's letter.",
62
+ "answer": "A. towards the shore",
63
+ "gt": "A",
64
+ "pred": "B",
65
+ "raw": "B. parallel to the shore",
66
+ "correct": 0
67
+ },
68
+ {
69
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
70
+ "task": "speed",
71
+ "fmt": "mc",
72
+ "question": "<video>\nWhat is the rate of movement in the video?\nA. fast speed\nB. no speed\nC. normal speed\nD. slow speed\nAnswer with the option's letter.",
73
+ "answer": "C. normal speed",
74
+ "gt": "C",
75
+ "pred": "D",
76
+ "raw": "D. slow speed",
77
+ "correct": 0
78
+ },
79
+ {
80
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
81
+ "task": "speed",
82
+ "fmt": "mc",
83
+ "question": "<video>\nWhich word describes the pace of the video?\nA. stationary speed\nB. leisurely speed\nC. moderate speed\nD. rapid speed\nAnswer with the option's letter.",
84
+ "answer": "C. moderate speed",
85
+ "gt": "C",
86
+ "pred": "D",
87
+ "raw": "D. rapid speed",
88
+ "correct": 0
89
+ },
90
+ {
91
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
92
+ "task": "speed",
93
+ "fmt": "mc",
94
+ "question": "<video>\nWhat term best describes the velocity of the video?\nA. average speed\nB. low speed\nC. high speed\nD. still speed\nAnswer with the option's letter.",
95
+ "answer": "A. average speed",
96
+ "gt": "A",
97
+ "pred": "C",
98
+ "raw": "C. high speed",
99
+ "correct": 0
100
+ },
101
+ {
102
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
103
+ "task": "speed",
104
+ "fmt": "mc",
105
+ "question": "<video>\nWhat type of motion does the video exhibit?\nA. standard speed\nB. immobile speed\nC. sluggish speed\nD. swift speed\nAnswer with the option's letter.",
106
+ "answer": "A. standard speed",
107
+ "gt": "A",
108
+ "pred": "D",
109
+ "raw": "D. swift speed",
110
+ "correct": 0
111
+ },
112
+ {
113
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
114
+ "task": "speed",
115
+ "fmt": "mc",
116
+ "question": "<video>\nWhat is the tempo of the video?\nA. rapid speed\nB. unhurried speed\nC. regular speed\nD. static speed\nAnswer with the option's letter.",
117
+ "answer": "C. regular speed",
118
+ "gt": "C",
119
+ "pred": "A",
120
+ "raw": "A. rapid speed",
121
+ "correct": 0
122
+ },
123
+ {
124
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
125
+ "task": "order",
126
+ "fmt": "mc",
127
+ "question": "<video>\nWhat is the sequence of events involving dolphins?\nA. swimming towards the shore, then getting fed with fish\nB. swimming in circles\nC. getting fed with fish, then swimming towards the shore\nAnswer with the option's letter.",
128
+ "answer": "A. swimming towards the shore, then getting fed with fish",
129
+ "gt": "A",
130
+ "pred": "A",
131
+ "raw": "A. swimming towards the shore, then",
132
+ "correct": 1
133
+ },
134
+ {
135
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
136
+ "task": "order",
137
+ "fmt": "mc",
138
+ "question": "<video>\nWhat is the first event that happens to the dolphins?\nA. Getting fed with fish\nB. None of the above\nC. Swimming towards the shore\nAnswer with the option's letter.",
139
+ "answer": "C. Swimming towards the shore",
140
+ "gt": "C",
141
+ "pred": "A",
142
+ "raw": "A. Getting fed with fish",
143
+ "correct": 0
144
+ },
145
+ {
146
+ "video": "data/vlm/tempcompass_videos/videos/1084153195.mp4",
147
+ "task": "order",
148
+ "fmt": "mc",
149
+ "question": "<video>\nWhat is the last event in order that happens to the dolphins?\nA. None of the above\nB. Swimming towards the shore\nC. Getting fed with fish\nAnswer with the option's letter.",
150
+ "answer": "C. Getting fed with fish",
151
+ "gt": "C",
152
+ "pred": "A",
153
+ "raw": "A. None of the above",
154
+ "correct": 0
155
+ },
156
+ {
157
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
158
+ "task": "action",
159
+ "fmt": "mc",
160
+ "question": "<video>\nWhat is the woman doing in the video?\nA. waking up\nB. tossing and turning in the bed\nC. falling asleep\nAnswer with the option's letter.",
161
+ "answer": "A. waking up",
162
+ "gt": "A",
163
+ "pred": "B",
164
+ "raw": "B. tossing and turning in the bed",
165
+ "correct": 0
166
+ },
167
+ {
168
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
169
+ "task": "action",
170
+ "fmt": "mc",
171
+ "question": "<video>\nWhat action is the woman performing?\nA. waking up\nB. tossing and turning in the bed\nC. falling asleep\nAnswer with the option's letter.",
172
+ "answer": "A. waking up",
173
+ "gt": "A",
174
+ "pred": "B",
175
+ "raw": "B. tossing and turning in the bed",
176
+ "correct": 0
177
+ },
178
+ {
179
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
180
+ "task": "action",
181
+ "fmt": "mc",
182
+ "question": "<video>\nWhich of the following actions is the woman engaged in?\nA. tossing and turning in the bed\nB. waking up\nC. falling asleep\nAnswer with the option's letter.",
183
+ "answer": "B. waking up",
184
+ "gt": "B",
185
+ "pred": "C",
186
+ "raw": "C. falling asleep",
187
+ "correct": 0
188
+ },
189
+ {
190
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
191
+ "task": "action",
192
+ "fmt": "mc",
193
+ "question": "<video>\nIn the video, what is the woman's activity?\nA. waking up\nB. tossing and turning in the bed\nC. falling asleep\nAnswer with the option's letter.",
194
+ "answer": "A. waking up",
195
+ "gt": "A",
196
+ "pred": "B",
197
+ "raw": "B. tossing and turning in the bed",
198
+ "correct": 0
199
+ },
200
+ {
201
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
202
+ "task": "action",
203
+ "fmt": "mc",
204
+ "question": "<video>\nWhat action is depicted in the video?\nA. falling asleep\nB. waking up\nC. tossing and turning in the bed\nAnswer with the option's letter.",
205
+ "answer": "B. waking up",
206
+ "gt": "B",
207
+ "pred": "B",
208
+ "raw": "B. waking up",
209
+ "correct": 1
210
+ },
211
+ {
212
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
213
+ "task": "order",
214
+ "fmt": "mc",
215
+ "question": "<video>\nWhat is the first event in the sequence?\nA. Getting out of bed\nB. Opening the curtains\nC. Both events happen simultaneously\nAnswer with the option's letter.",
216
+ "answer": "A. Getting out of bed",
217
+ "gt": "A",
218
+ "pred": "A",
219
+ "raw": "A. Getting out of bed",
220
+ "correct": 1
221
+ },
222
+ {
223
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
224
+ "task": "order",
225
+ "fmt": "mc",
226
+ "question": "<video>\nWhich event occurs after getting out of bed?\nA. Opening the curtains\nB. Closing the curtains\nC. None of the above\nAnswer with the option's letter.",
227
+ "answer": "A. Opening the curtains",
228
+ "gt": "A",
229
+ "pred": "A",
230
+ "raw": "A. Opening the curtains",
231
+ "correct": 1
232
+ },
233
+ {
234
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
235
+ "task": "order",
236
+ "fmt": "mc",
237
+ "question": "<video>\nWhat is the last event to occur?\nA. Opening the curtains\nB. None of the above\nC. Getting out of bed\nAnswer with the option's letter.",
238
+ "answer": "A. Opening the curtains",
239
+ "gt": "A",
240
+ "pred": "B",
241
+ "raw": "B. None of the above",
242
+ "correct": 0
243
+ },
244
+ {
245
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
246
+ "task": "attribute_change",
247
+ "fmt": "mc",
248
+ "question": "<video>\nWhat is happening to the video?\nA. staying the same brightness\nB. turning darker\nC. turning brighter\nAnswer with the option's letter.",
249
+ "answer": "C. turning brighter",
250
+ "gt": "C",
251
+ "pred": "B",
252
+ "raw": "B. turning darker",
253
+ "correct": 0
254
+ },
255
+ {
256
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
257
+ "task": "attribute_change",
258
+ "fmt": "mc",
259
+ "question": "<video>\nHow does the video change in terms of brightness?\nA. decreasing\nB. remaining constant\nC. increasing\nAnswer with the option's letter.",
260
+ "answer": "C. increasing",
261
+ "gt": "C",
262
+ "pred": "A",
263
+ "raw": "A. decreasing",
264
+ "correct": 0
265
+ },
266
+ {
267
+ "video": "data/vlm/tempcompass_videos/videos/1077146132.mp4",
268
+ "task": "attribute_change",
269
+ "fmt": "mc",
270
+ "question": "<video>\nWhat is occurring with the video's attribute?\nA. maintaining steady brightness\nB. getting brighter\nC. getting dimmer\nAnswer with the option's letter.",
271
+ "answer": "B. getting brighter",
272
+ "gt": "B",
273
+ "pred": "C",
274
+ "raw": "C. getting dimmer",
275
+ "correct": 0
276
+ },
277
+ {
278
+ "video": "data/vlm/tempcompass_videos/videos/1081684532.mp4",
279
+ "task": "direction",
280
+ "fmt": "mc",
281
+ "question": "<video>\nWhat is the direction of the asteroids in the video?\nA. flying away from the camera\nB. flying to the left\nC. flying towards the camera\nD. flying to the right\nAnswer with the option's letter.",
282
+ "answer": "C. flying towards the camera",
283
+ "gt": "C",
284
+ "pred": "A",
285
+ "raw": "A. flying away from the camera",
286
+ "correct": 0
287
+ },
288
+ {
289
+ "video": "data/vlm/tempcompass_videos/videos/1081684532.mp4",
290
+ "task": "direction",
291
+ "fmt": "mc",
292
+ "question": "<video>\nWhich direction are the asteroids moving?\nA. downwards\nB. towards the camera\nC. upwards\nD. away from the camera\nAnswer with the option's letter.",
293
+ "answer": "B. towards the camera",
294
+ "gt": "B",
295
+ "pred": "D",
296
+ "raw": "D. away from the camera",
297
+ "correct": 0
298
+ },
299
+ {
300
+ "video": "data/vlm/tempcompass_videos/videos/1081684532.mp4",
301
+ "task": "direction",
302
+ "fmt": "mc",
303
+ "question": "<video>\nWhich way are the asteroids going?\nA. towards the camera\nB. parallel to the camera\nC. away from the camera\nAnswer with the option's letter.",
304
+ "answer": "A. towards the camera",
305
+ "gt": "A",
306
+ "pred": "C",
307
+ "raw": "C. away from the camera",
308
+ "correct": 0
309
+ },
310
+ {
311
+ "video": "data/vlm/tempcompass_videos/videos/23391142.mp4",
312
+ "task": "action",
313
+ "fmt": "mc",
314
+ "question": "<video>\nWhat are the people doing in the video?\nA. dancing\nB. playing badminton\nC. reading books\nAnswer with the option's letter.",
315
+ "answer": "B. playing badminton",
316
+ "gt": "B",
317
+ "pred": "A",
318
+ "raw": "A. dancing",
319
+ "correct": 0
320
+ },
321
+ {
322
+ "video": "data/vlm/tempcompass_videos/videos/23391142.mp4",
323
+ "task": "action",
324
+ "fmt": "mc",
325
+ "question": "<video>\nWhat activity are the people engaged in?\nA. swimming\nB. playing badminton\nC. playing soccer\nAnswer with the option's letter.",
326
+ "answer": "B. playing badminton",
327
+ "gt": "B",
328
+ "pred": "B",
329
+ "raw": "B. playing badminton",
330
+ "correct": 1
331
+ }
332
+ ]
outputs/demo/vlm/eyeball_ours_early.txt ADDED
@@ -0,0 +1,489 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ====================================================================================================
2
+ [1/30] clip=1084153195.mp4 dim=action fmt=mc
3
+ ----------------------------------------------------------------------------------------------------
4
+ INPUT PROMPT (verbatim, as sent to the VLM):
5
+ <video>
6
+ What are the dolphins doing in the water?
7
+ A. Diving
8
+ B. Swimming
9
+ C. Sleeping
10
+ D. Jumping
11
+ Answer with the option's letter.
12
+
13
+ GROUND TRUTH : B. Swimming (scored as 'B')
14
+ VLM RAW OUTPUT: 'D. Jumping'
15
+ PARSED ANSWER : 'D'
16
+ VERDICT : WRONG
17
+
18
+ ====================================================================================================
19
+ [2/30] clip=1084153195.mp4 dim=action fmt=mc
20
+ ----------------------------------------------------------------------------------------------------
21
+ INPUT PROMPT (verbatim, as sent to the VLM):
22
+ <video>
23
+ Which activity can be observed in the dolphins?
24
+ A. Dancing
25
+ B. Swimming
26
+ C. Climbing
27
+ D. Diving
28
+ Answer with the option's letter.
29
+
30
+ GROUND TRUTH : B. Swimming (scored as 'B')
31
+ VLM RAW OUTPUT: 'B. Swimming'
32
+ PARSED ANSWER : 'B'
33
+ VERDICT : CORRECT
34
+
35
+ ====================================================================================================
36
+ [3/30] clip=1084153195.mp4 dim=action fmt=mc
37
+ ----------------------------------------------------------------------------------------------------
38
+ INPUT PROMPT (verbatim, as sent to the VLM):
39
+ <video>
40
+ What is the action of the dolphins in the video?
41
+ A. Swimming
42
+ B. Jumping
43
+ C. Flying
44
+ D. Reading
45
+ Answer with the option's letter.
46
+
47
+ GROUND TRUTH : A. Swimming (scored as 'A')
48
+ VLM RAW OUTPUT: 'A. Swimming'
49
+ PARSED ANSWER : 'A'
50
+ VERDICT : CORRECT
51
+
52
+ ====================================================================================================
53
+ [4/30] clip=1084153195.mp4 dim=direction fmt=mc
54
+ ----------------------------------------------------------------------------------------------------
55
+ INPUT PROMPT (verbatim, as sent to the VLM):
56
+ <video>
57
+ What is the movement of the dolphins?
58
+ A. swimming towards the shore
59
+ B. hovering in one place
60
+ C. swimming away from the shore
61
+ Answer with the option's letter.
62
+
63
+ GROUND TRUTH : A. swimming towards the shore (scored as 'A')
64
+ VLM RAW OUTPUT: 'A. swimming towards the shore'
65
+ PARSED ANSWER : 'A'
66
+ VERDICT : CORRECT
67
+
68
+ ====================================================================================================
69
+ [5/30] clip=1084153195.mp4 dim=direction fmt=mc
70
+ ----------------------------------------------------------------------------------------------------
71
+ INPUT PROMPT (verbatim, as sent to the VLM):
72
+ <video>
73
+ In which direction are the dolphins swimming?
74
+ A. parallel to the shore
75
+ B. towards the shore
76
+ C. away from the shore
77
+ Answer with the option's letter.
78
+
79
+ GROUND TRUTH : B. towards the shore (scored as 'B')
80
+ VLM RAW OUTPUT: 'C. away from the shore'
81
+ PARSED ANSWER : 'C'
82
+ VERDICT : WRONG
83
+
84
+ ====================================================================================================
85
+ [6/30] clip=1084153195.mp4 dim=direction fmt=mc
86
+ ----------------------------------------------------------------------------------------------------
87
+ INPUT PROMPT (verbatim, as sent to the VLM):
88
+ <video>
89
+ If you observe the dolphins, what direction would you notice them heading?
90
+ A. towards the shore
91
+ B. parallel to the shore
92
+ C. away from the shore
93
+ Answer with the option's letter.
94
+
95
+ GROUND TRUTH : A. towards the shore (scored as 'A')
96
+ VLM RAW OUTPUT: 'B. parallel to the shore'
97
+ PARSED ANSWER : 'B'
98
+ VERDICT : WRONG
99
+
100
+ ====================================================================================================
101
+ [7/30] clip=1084153195.mp4 dim=speed fmt=mc
102
+ ----------------------------------------------------------------------------------------------------
103
+ INPUT PROMPT (verbatim, as sent to the VLM):
104
+ <video>
105
+ What is the rate of movement in the video?
106
+ A. fast speed
107
+ B. no speed
108
+ C. normal speed
109
+ D. slow speed
110
+ Answer with the option's letter.
111
+
112
+ GROUND TRUTH : C. normal speed (scored as 'C')
113
+ VLM RAW OUTPUT: 'D. slow speed'
114
+ PARSED ANSWER : 'D'
115
+ VERDICT : WRONG
116
+
117
+ ====================================================================================================
118
+ [8/30] clip=1084153195.mp4 dim=speed fmt=mc
119
+ ----------------------------------------------------------------------------------------------------
120
+ INPUT PROMPT (verbatim, as sent to the VLM):
121
+ <video>
122
+ Which word describes the pace of the video?
123
+ A. stationary speed
124
+ B. leisurely speed
125
+ C. moderate speed
126
+ D. rapid speed
127
+ Answer with the option's letter.
128
+
129
+ GROUND TRUTH : C. moderate speed (scored as 'C')
130
+ VLM RAW OUTPUT: 'D. rapid speed'
131
+ PARSED ANSWER : 'D'
132
+ VERDICT : WRONG
133
+
134
+ ====================================================================================================
135
+ [9/30] clip=1084153195.mp4 dim=speed fmt=mc
136
+ ----------------------------------------------------------------------------------------------------
137
+ INPUT PROMPT (verbatim, as sent to the VLM):
138
+ <video>
139
+ What term best describes the velocity of the video?
140
+ A. average speed
141
+ B. low speed
142
+ C. high speed
143
+ D. still speed
144
+ Answer with the option's letter.
145
+
146
+ GROUND TRUTH : A. average speed (scored as 'A')
147
+ VLM RAW OUTPUT: 'C. high speed'
148
+ PARSED ANSWER : 'C'
149
+ VERDICT : WRONG
150
+
151
+ ====================================================================================================
152
+ [10/30] clip=1084153195.mp4 dim=speed fmt=mc
153
+ ----------------------------------------------------------------------------------------------------
154
+ INPUT PROMPT (verbatim, as sent to the VLM):
155
+ <video>
156
+ What type of motion does the video exhibit?
157
+ A. standard speed
158
+ B. immobile speed
159
+ C. sluggish speed
160
+ D. swift speed
161
+ Answer with the option's letter.
162
+
163
+ GROUND TRUTH : A. standard speed (scored as 'A')
164
+ VLM RAW OUTPUT: 'D. swift speed'
165
+ PARSED ANSWER : 'D'
166
+ VERDICT : WRONG
167
+
168
+ ====================================================================================================
169
+ [11/30] clip=1084153195.mp4 dim=speed fmt=mc
170
+ ----------------------------------------------------------------------------------------------------
171
+ INPUT PROMPT (verbatim, as sent to the VLM):
172
+ <video>
173
+ What is the tempo of the video?
174
+ A. rapid speed
175
+ B. unhurried speed
176
+ C. regular speed
177
+ D. static speed
178
+ Answer with the option's letter.
179
+
180
+ GROUND TRUTH : C. regular speed (scored as 'C')
181
+ VLM RAW OUTPUT: 'A. rapid speed'
182
+ PARSED ANSWER : 'A'
183
+ VERDICT : WRONG
184
+
185
+ ====================================================================================================
186
+ [12/30] clip=1084153195.mp4 dim=order fmt=mc
187
+ ----------------------------------------------------------------------------------------------------
188
+ INPUT PROMPT (verbatim, as sent to the VLM):
189
+ <video>
190
+ What is the sequence of events involving dolphins?
191
+ A. swimming towards the shore, then getting fed with fish
192
+ B. swimming in circles
193
+ C. getting fed with fish, then swimming towards the shore
194
+ Answer with the option's letter.
195
+
196
+ GROUND TRUTH : A. swimming towards the shore, then getting fed with fish (scored as 'A')
197
+ VLM RAW OUTPUT: 'A. swimming towards the shore, then'
198
+ PARSED ANSWER : 'A'
199
+ VERDICT : CORRECT
200
+
201
+ ====================================================================================================
202
+ [13/30] clip=1084153195.mp4 dim=order fmt=mc
203
+ ----------------------------------------------------------------------------------------------------
204
+ INPUT PROMPT (verbatim, as sent to the VLM):
205
+ <video>
206
+ What is the first event that happens to the dolphins?
207
+ A. Getting fed with fish
208
+ B. None of the above
209
+ C. Swimming towards the shore
210
+ Answer with the option's letter.
211
+
212
+ GROUND TRUTH : C. Swimming towards the shore (scored as 'C')
213
+ VLM RAW OUTPUT: 'A. Getting fed with fish'
214
+ PARSED ANSWER : 'A'
215
+ VERDICT : WRONG
216
+
217
+ ====================================================================================================
218
+ [14/30] clip=1084153195.mp4 dim=order fmt=mc
219
+ ----------------------------------------------------------------------------------------------------
220
+ INPUT PROMPT (verbatim, as sent to the VLM):
221
+ <video>
222
+ What is the last event in order that happens to the dolphins?
223
+ A. None of the above
224
+ B. Swimming towards the shore
225
+ C. Getting fed with fish
226
+ Answer with the option's letter.
227
+
228
+ GROUND TRUTH : C. Getting fed with fish (scored as 'C')
229
+ VLM RAW OUTPUT: 'A. None of the above'
230
+ PARSED ANSWER : 'A'
231
+ VERDICT : WRONG
232
+
233
+ ====================================================================================================
234
+ [15/30] clip=1077146132.mp4 dim=action fmt=mc
235
+ ----------------------------------------------------------------------------------------------------
236
+ INPUT PROMPT (verbatim, as sent to the VLM):
237
+ <video>
238
+ What is the woman doing in the video?
239
+ A. waking up
240
+ B. tossing and turning in the bed
241
+ C. falling asleep
242
+ Answer with the option's letter.
243
+
244
+ GROUND TRUTH : A. waking up (scored as 'A')
245
+ VLM RAW OUTPUT: 'B. tossing and turning in the bed'
246
+ PARSED ANSWER : 'B'
247
+ VERDICT : WRONG
248
+
249
+ ====================================================================================================
250
+ [16/30] clip=1077146132.mp4 dim=action fmt=mc
251
+ ----------------------------------------------------------------------------------------------------
252
+ INPUT PROMPT (verbatim, as sent to the VLM):
253
+ <video>
254
+ What action is the woman performing?
255
+ A. waking up
256
+ B. tossing and turning in the bed
257
+ C. falling asleep
258
+ Answer with the option's letter.
259
+
260
+ GROUND TRUTH : A. waking up (scored as 'A')
261
+ VLM RAW OUTPUT: 'B. tossing and turning in the bed'
262
+ PARSED ANSWER : 'B'
263
+ VERDICT : WRONG
264
+
265
+ ====================================================================================================
266
+ [17/30] clip=1077146132.mp4 dim=action fmt=mc
267
+ ----------------------------------------------------------------------------------------------------
268
+ INPUT PROMPT (verbatim, as sent to the VLM):
269
+ <video>
270
+ Which of the following actions is the woman engaged in?
271
+ A. tossing and turning in the bed
272
+ B. waking up
273
+ C. falling asleep
274
+ Answer with the option's letter.
275
+
276
+ GROUND TRUTH : B. waking up (scored as 'B')
277
+ VLM RAW OUTPUT: 'C. falling asleep'
278
+ PARSED ANSWER : 'C'
279
+ VERDICT : WRONG
280
+
281
+ ====================================================================================================
282
+ [18/30] clip=1077146132.mp4 dim=action fmt=mc
283
+ ----------------------------------------------------------------------------------------------------
284
+ INPUT PROMPT (verbatim, as sent to the VLM):
285
+ <video>
286
+ In the video, what is the woman's activity?
287
+ A. waking up
288
+ B. tossing and turning in the bed
289
+ C. falling asleep
290
+ Answer with the option's letter.
291
+
292
+ GROUND TRUTH : A. waking up (scored as 'A')
293
+ VLM RAW OUTPUT: 'B. tossing and turning in the bed'
294
+ PARSED ANSWER : 'B'
295
+ VERDICT : WRONG
296
+
297
+ ====================================================================================================
298
+ [19/30] clip=1077146132.mp4 dim=action fmt=mc
299
+ ----------------------------------------------------------------------------------------------------
300
+ INPUT PROMPT (verbatim, as sent to the VLM):
301
+ <video>
302
+ What action is depicted in the video?
303
+ A. falling asleep
304
+ B. waking up
305
+ C. tossing and turning in the bed
306
+ Answer with the option's letter.
307
+
308
+ GROUND TRUTH : B. waking up (scored as 'B')
309
+ VLM RAW OUTPUT: 'B. waking up'
310
+ PARSED ANSWER : 'B'
311
+ VERDICT : CORRECT
312
+
313
+ ====================================================================================================
314
+ [20/30] clip=1077146132.mp4 dim=order fmt=mc
315
+ ----------------------------------------------------------------------------------------------------
316
+ INPUT PROMPT (verbatim, as sent to the VLM):
317
+ <video>
318
+ What is the first event in the sequence?
319
+ A. Getting out of bed
320
+ B. Opening the curtains
321
+ C. Both events happen simultaneously
322
+ Answer with the option's letter.
323
+
324
+ GROUND TRUTH : A. Getting out of bed (scored as 'A')
325
+ VLM RAW OUTPUT: 'A. Getting out of bed'
326
+ PARSED ANSWER : 'A'
327
+ VERDICT : CORRECT
328
+
329
+ ====================================================================================================
330
+ [21/30] clip=1077146132.mp4 dim=order fmt=mc
331
+ ----------------------------------------------------------------------------------------------------
332
+ INPUT PROMPT (verbatim, as sent to the VLM):
333
+ <video>
334
+ Which event occurs after getting out of bed?
335
+ A. Opening the curtains
336
+ B. Closing the curtains
337
+ C. None of the above
338
+ Answer with the option's letter.
339
+
340
+ GROUND TRUTH : A. Opening the curtains (scored as 'A')
341
+ VLM RAW OUTPUT: 'A. Opening the curtains'
342
+ PARSED ANSWER : 'A'
343
+ VERDICT : CORRECT
344
+
345
+ ====================================================================================================
346
+ [22/30] clip=1077146132.mp4 dim=order fmt=mc
347
+ ----------------------------------------------------------------------------------------------------
348
+ INPUT PROMPT (verbatim, as sent to the VLM):
349
+ <video>
350
+ What is the last event to occur?
351
+ A. Opening the curtains
352
+ B. None of the above
353
+ C. Getting out of bed
354
+ Answer with the option's letter.
355
+
356
+ GROUND TRUTH : A. Opening the curtains (scored as 'A')
357
+ VLM RAW OUTPUT: 'B. None of the above'
358
+ PARSED ANSWER : 'B'
359
+ VERDICT : WRONG
360
+
361
+ ====================================================================================================
362
+ [23/30] clip=1077146132.mp4 dim=attribute_change fmt=mc
363
+ ----------------------------------------------------------------------------------------------------
364
+ INPUT PROMPT (verbatim, as sent to the VLM):
365
+ <video>
366
+ What is happening to the video?
367
+ A. staying the same brightness
368
+ B. turning darker
369
+ C. turning brighter
370
+ Answer with the option's letter.
371
+
372
+ GROUND TRUTH : C. turning brighter (scored as 'C')
373
+ VLM RAW OUTPUT: 'B. turning darker'
374
+ PARSED ANSWER : 'B'
375
+ VERDICT : WRONG
376
+
377
+ ====================================================================================================
378
+ [24/30] clip=1077146132.mp4 dim=attribute_change fmt=mc
379
+ ----------------------------------------------------------------------------------------------------
380
+ INPUT PROMPT (verbatim, as sent to the VLM):
381
+ <video>
382
+ How does the video change in terms of brightness?
383
+ A. decreasing
384
+ B. remaining constant
385
+ C. increasing
386
+ Answer with the option's letter.
387
+
388
+ GROUND TRUTH : C. increasing (scored as 'C')
389
+ VLM RAW OUTPUT: 'A. decreasing'
390
+ PARSED ANSWER : 'A'
391
+ VERDICT : WRONG
392
+
393
+ ====================================================================================================
394
+ [25/30] clip=1077146132.mp4 dim=attribute_change fmt=mc
395
+ ----------------------------------------------------------------------------------------------------
396
+ INPUT PROMPT (verbatim, as sent to the VLM):
397
+ <video>
398
+ What is occurring with the video's attribute?
399
+ A. maintaining steady brightness
400
+ B. getting brighter
401
+ C. getting dimmer
402
+ Answer with the option's letter.
403
+
404
+ GROUND TRUTH : B. getting brighter (scored as 'B')
405
+ VLM RAW OUTPUT: 'C. getting dimmer'
406
+ PARSED ANSWER : 'C'
407
+ VERDICT : WRONG
408
+
409
+ ====================================================================================================
410
+ [26/30] clip=1081684532.mp4 dim=direction fmt=mc
411
+ ----------------------------------------------------------------------------------------------------
412
+ INPUT PROMPT (verbatim, as sent to the VLM):
413
+ <video>
414
+ What is the direction of the asteroids in the video?
415
+ A. flying away from the camera
416
+ B. flying to the left
417
+ C. flying towards the camera
418
+ D. flying to the right
419
+ Answer with the option's letter.
420
+
421
+ GROUND TRUTH : C. flying towards the camera (scored as 'C')
422
+ VLM RAW OUTPUT: 'A. flying away from the camera'
423
+ PARSED ANSWER : 'A'
424
+ VERDICT : WRONG
425
+
426
+ ====================================================================================================
427
+ [27/30] clip=1081684532.mp4 dim=direction fmt=mc
428
+ ----------------------------------------------------------------------------------------------------
429
+ INPUT PROMPT (verbatim, as sent to the VLM):
430
+ <video>
431
+ Which direction are the asteroids moving?
432
+ A. downwards
433
+ B. towards the camera
434
+ C. upwards
435
+ D. away from the camera
436
+ Answer with the option's letter.
437
+
438
+ GROUND TRUTH : B. towards the camera (scored as 'B')
439
+ VLM RAW OUTPUT: 'D. away from the camera'
440
+ PARSED ANSWER : 'D'
441
+ VERDICT : WRONG
442
+
443
+ ====================================================================================================
444
+ [28/30] clip=1081684532.mp4 dim=direction fmt=mc
445
+ ----------------------------------------------------------------------------------------------------
446
+ INPUT PROMPT (verbatim, as sent to the VLM):
447
+ <video>
448
+ Which way are the asteroids going?
449
+ A. towards the camera
450
+ B. parallel to the camera
451
+ C. away from the camera
452
+ Answer with the option's letter.
453
+
454
+ GROUND TRUTH : A. towards the camera (scored as 'A')
455
+ VLM RAW OUTPUT: 'C. away from the camera'
456
+ PARSED ANSWER : 'C'
457
+ VERDICT : WRONG
458
+
459
+ ====================================================================================================
460
+ [29/30] clip=23391142.mp4 dim=action fmt=mc
461
+ ----------------------------------------------------------------------------------------------------
462
+ INPUT PROMPT (verbatim, as sent to the VLM):
463
+ <video>
464
+ What are the people doing in the video?
465
+ A. dancing
466
+ B. playing badminton
467
+ C. reading books
468
+ Answer with the option's letter.
469
+
470
+ GROUND TRUTH : B. playing badminton (scored as 'B')
471
+ VLM RAW OUTPUT: 'A. dancing'
472
+ PARSED ANSWER : 'A'
473
+ VERDICT : WRONG
474
+
475
+ ====================================================================================================
476
+ [30/30] clip=23391142.mp4 dim=action fmt=mc
477
+ ----------------------------------------------------------------------------------------------------
478
+ INPUT PROMPT (verbatim, as sent to the VLM):
479
+ <video>
480
+ What activity are the people engaged in?
481
+ A. swimming
482
+ B. playing badminton
483
+ C. playing soccer
484
+ Answer with the option's letter.
485
+
486
+ GROUND TRUTH : B. playing badminton (scored as 'B')
487
+ VLM RAW OUTPUT: 'B. playing badminton'
488
+ PARSED ANSWER : 'B'
489
+ VERDICT : CORRECT
outputs/demo/vlm/gate_report_early.INVALID.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"stage": "early", "frozen": {"acc": 0.1456140350877193, "ci": [0.11754385964912281, 0.17543859649122806]}, "ours": {"acc": 0.443859649122807, "ci": [0.40350877192982454, 0.48596491228070177]}, "delta_pp": 29.82456140350877, "rule": "(OURS\u2212FROZEN) +29.8pp \u2265 2.0pp", "PASS": true, "n": 570, "n_heroes": 178}
outputs/demo/vlm/gate_report_early.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"stage": "early", "frozen": {"acc": 0.4456140350877193, "ci": [0.4052631578947368, 0.48596491228070177]}, "ours": {"acc": 0.443859649122807, "ci": [0.40350877192982454, 0.48596491228070177]}, "delta_pp": -0.17543859649122862, "rule": "(OURS\u2212FROZEN) -0.2pp \u2265 2.0pp", "PASS": false, "n": 570, "n_heroes": 62}
outputs/demo/vlm/heroes_vlm_early.json ADDED
@@ -0,0 +1 @@
 
 
1
+ [{"video": "data/vlm/tempcompass_videos/videos/1024867412.mp4", "task": "direction", "fmt": "mc", "question": "<video>\nWhat direction is the car driving?\nA. Taking a left turn\nB. Going straight\nC. Taking a right turn\nD. Going backward\nAnswer with the option's letter.", "answer": "C. Taking a right turn", "gt": "C", "pred": "C", "raw": "C. Taking a right turn", "correct": 1, "frozen_pred": "A"}, {"video": "data/vlm/tempcompass_videos/videos/1096238125.mp4", "task": "action", "fmt": "mc", "question": "<video>\nWhich activity are the man and woman engaged in?\nA. playing tennis\nB. doing bench press\nC. lifting kettlebell\nD. doing push-ups\nAnswer with the option's letter.", "answer": "C. lifting kettlebell", "gt": "C", "pred": "C", "raw": "C. lifting kettlebell", "correct": 1, "frozen_pred": "A"}, {"video": "data/vlm/tempcompass_videos/videos/1094782389.mp4", "task": "action", "fmt": "mc", "question": "<video>\nWhat activity is the dog engaged in?\nA. Catching food from a woman\nB. Giving a high five to a woman\nC. Wagging its tail at a woman\nD. Licking a woman\nAnswer with the option's letter.", "answer": "B. Giving a high five to a woman", "gt": "B", "pred": "B", "raw": "B. Giving a high five to a", "correct": 1, "frozen_pred": "A"}, {"video": "data/vlm/tempcompass_videos/videos/1094782389.mp4", "task": "action", "fmt": "mc", "question": "<video>\nWhich action did the dog execute?\nA. Licking the woman\nB. Fetching a ball thrown by the woman\nC. Digging a hole\nD. Giving a high five to the woman\nAnswer with the option's letter.", "answer": "D. Giving a high five to the woman", "gt": "D", "pred": "D", "raw": "D. Giving a high five to the", "correct": 1, "frozen_pred": "B"}, {"video": "data/vlm/tempcompass_videos/videos/1093737353.mp4", "task": "order", "fmt": "mc", "question": "<video>\nWhat is the order that the equipments are shown in the video?\nA. A microscope and then a beaker\nB. A beaker and then a line of test tubes\nC. A beaker and then a microscope\nD. A line of test tubes and then a beaker\nAnswer with the option's letter.", "answer": "D. A line of test tubes and then a beaker", "gt": "D", "pred": "D", "raw": "D. A line of test tubes and", "correct": 1, "frozen_pred": "?"}, {"video": "data/vlm/tempcompass_videos/videos/1017768724.mp4", "task": "direction", "fmt": "mc", "question": "<video>\nIn which direction is the person heading?\nA. vertically\nB. backward\nC. forward\nD. horizontally\nAnswer with the option's letter.", "answer": "D. horizontally", "gt": "D", "pred": "D", "raw": "D. horizontally", "correct": 1, "frozen_pred": "?"}, {"video": "data/vlm/tempcompass_videos/videos/1089201973_reverse.mp4", "task": "direction", "fmt": "mc", "question": "<video>\nWhat is the direction of the football in the video?\nA. moving from left to right\nB. moving from right to left\nC. stationary\nAnswer with the option's letter.", "answer": "B. moving from right to left", "gt": "B", "pred": "B", "raw": "B. moving from right to left", "correct": 1, "frozen_pred": "A"}, {"video": "data/vlm/tempcompass_videos/videos/1088279109_reverse.mp4", "task": "direction", "fmt": "mc", "question": "<video>\nWhich way is the elevator going?\nA. up\nB. down\nC. stopped\nAnswer with the option's letter.", "answer": "B. down", "gt": "B", "pred": "B", "raw": "B. down", "correct": 1, "frozen_pred": "A"}, {"video": "data/vlm/tempcompass_videos/videos/1081684532_reverse.mp4", "task": "direction", "fmt": "mc", "question": "<video>\nWhat is the direction of the asteroids in the video?\nA. flying away from the camera\nB. flying to the left\nC. flying towards the camera\nD. flying to the right\nAnswer with the option's letter.", "answer": "A. flying away from the camera", "gt": "A", "pred": "A", "raw": "A. flying away from the camera", "correct": 1, "frozen_pred": "D"}, {"video": "data/vlm/tempcompass_videos/videos/1096238125_1098970151_2.mp4", "task": "order", "fmt": "mc", "question": "<video>\nIn what order do the events take place in the video?\nA. The events happen simultaneously\nB. Two people are lifting weights followed by a cat licking its paw\nC. A cat is licking its paw followed by two people lifting weights\nAnswer with the option's letter.", "answer": "C. A cat is licking its paw followed by two people lifting weights", "gt": "C", "pred": "C", "raw": "C. A cat is licking its paw", "correct": 1, "frozen_pred": "B"}, {"video": "data/vlm/tempcompass_videos/videos/1069717165_1041584314_2.mp4", "task": "order", "fmt": "mc", "question": "<video>\nWhat is the order of events in the video?\nA. First, a woman is showing different expressions; then, a man is showing different expressions.\nB. Both the woman and the man are showing different expressions at the same time.\nC. First, a man is showing different expressions; then, a woman is showing different expressions.\nAnswer with the option's letter.", "answer": "C. First, a man is showing different expressions; then, a woman is showing different expressions.", "gt": "C", "pred": "C", "raw": "C. First, a man is showing", "correct": 1, "frozen_pred": "A"}, {"video": "data/vlm/tempcompass_videos/videos/1069717165_1041584314_2.mp4", "task": "order", "fmt": "mc", "question": "<video>\nWhich event occurs earlier in the video?\nA. The woman showing different expressions\nB. They both happen together\nC. The man showing different expressions\nAnswer with the option's letter.", "answer": "C. The man showing different expressions", "gt": "C", "pred": "C", "raw": "C. The man showing different expressions", "correct": 1, "frozen_pred": "A"}, {"video": "data/vlm/tempcompass_videos/videos/1060403198_1049965795_2.mp4", "task": "order", "fmt": "mc", "question": "<video>\nWhat is the order of events in the video?\nA. A light bulb is lighting up and then the tree is growing up\nB. The tree is growing up and then a light bulb is lighting up\nC. Both events happen at the same time\nAnswer with the option's letter.", "answer": "A. A light bulb is lighting up and then the tree is growing up", "gt": "A", "pred": "A", "raw": "A. A light bulb is lighting up", "correct": 1, "frozen_pred": "B"}, {"video": "data/vlm/tempcompass_videos/videos/3401191309.mp4", "task": "action", "fmt": "mc", "question": "<video>\nWhat is the athletic man doing in the video?\nA. putting on prosthetic running blade\nB. taking off prosthetic running blade\nC. repairing a prosthetic running blade\nAnswer with the option's letter.", "answer": "B. taking off prosthetic running blade", "gt": "B", "pred": "B", "raw": "B. taking off prosthetic running blade", "correct": 1, "frozen_pred": "A"}, {"video": "data/vlm/tempcompass_videos/videos/5395244.mp4", "task": "action", "fmt": "mc", "question": "<video>\nWhat activity is the woman engaged in at the moment?\nA. walking across the pebble creek\nB. canoeing across the pebble creek\nC. running across the pebble creek\nD. swimming across the pebble creek\nAnswer with the option's letter.", "answer": "A. walking across the pebble creek", "gt": "A", "pred": "A", "raw": "A. walking across the pebble creek", "correct": 1, "frozen_pred": "B"}, {"video": "data/vlm/tempcompass_videos/videos/1077388994.mp4", "task": "action", "fmt": "mc", "question": "<video>\nWhat action is the woman performing?\nA. singing\nB. dancing\nC. patting the baby\nAnswer with the option's letter.", "answer": "C. patting the baby", "gt": "C", "pred": "C", "raw": "C. patting the baby", "correct": 1, "frozen_pred": "B"}, {"video": "data/vlm/tempcompass_videos/videos/1077388994.mp4", "task": "action", "fmt": "mc", "question": "<video>\nWhich of the following is the woman doing?\nA. writing a letter\nB. reading a book\nC. patting the baby\nAnswer with the option's letter.", "answer": "C. patting the baby", "gt": "C", "pred": "C", "raw": "C. patting the baby", "correct": 1, "frozen_pred": "A"}, {"video": "data/vlm/tempcompass_videos/videos/1084153195.mp4", "task": "speed", "fmt": "yesno", "question": "<video>\nCan the velocity of the video be described as slow motion?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1084153195.mp4", "task": "order", "fmt": "yesno", "question": "<video>\nIs getting fed with fish happens after swimming towards the shore for the dolphins?\nAnswer yes or no.", "answer": "yes", "gt": "Y", "pred": "Y", "raw": "Yes.", "correct": 1, "frozen_pred": "N"}, {"video": "data/vlm/tempcompass_videos/videos/1077146132.mp4", "task": "action", "fmt": "yesno", "question": "<video>\nIs the woman falling asleep?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1077146132.mp4", "task": "action", "fmt": "yesno", "question": "<video>\nIs the woman tossing and turning in the bed?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1077146132.mp4", "task": "attribute_change", "fmt": "yesno", "question": "<video>\nIs the video turning darker?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/23391142.mp4", "task": "direction", "fmt": "yesno", "question": "<video>\nIs the video panning to the left?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/23391142.mp4", "task": "direction", "fmt": "yesno", "question": "<video>\nIs the scene shifting to the bottom?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1041584314.mp4", "task": "order", "fmt": "yesno", "question": "<video>\nAfter showing a serious expression, does the man start to smile?\nAnswer yes or no.", "answer": "yes", "gt": "Y", "pred": "Y", "raw": "Yes.", "correct": 1, "frozen_pred": "N"}, {"video": "data/vlm/tempcompass_videos/videos/1024867412.mp4", "task": "action", "fmt": "yesno", "question": "<video>\nIs the dog eating?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1096238125.mp4", "task": "speed", "fmt": "yesno", "question": "<video>\nIn terms of speed, is the man significantly faster than the woman while lifting the kettlebell?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1098970151.mp4", "task": "action", "fmt": "yesno", "question": "<video>\nIs the cat waving its paw?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1098970151.mp4", "task": "action", "fmt": "yesno", "question": "<video>\nIs the cat licking another cat?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1094782389.mp4", "task": "action", "fmt": "yesno", "question": "<video>\nIs the dog running towards a woman?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1094782389.mp4", "task": "action", "fmt": "yesno", "question": "<video>\nIs the dog catching food from a woman?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1043487715.mp4", "task": "action", "fmt": "yesno", "question": "<video>\nIs cooking the primary action performed by the children?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1043487715.mp4", "task": "order", "fmt": "yesno", "question": "<video>\nAre the children making gestures to the camera and then diving into water?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1093737353.mp4", "task": "direction", "fmt": "yesno", "question": "<video>\nIs the camera panning to the left?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1093737353.mp4", "task": "direction", "fmt": "yesno", "question": "<video>\nIs the direction of the camera's movement downwards?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1093737353.mp4", "task": "order", "fmt": "yesno", "question": "<video>\nIs the order that the equipments are shown in the video a beaker and then a line of test tubes?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1017768724.mp4", "task": "direction", "fmt": "yesno", "question": "<video>\nIs the person moving leftwards?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1089201973_reverse.mp4", "task": "direction", "fmt": "yesno", "question": "<video>\nIs the football moving from left to right?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1090578917_reverse.mp4", "task": "direction", "fmt": "yesno", "question": "<video>\nIs the man leaping to his right?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1090578917_reverse.mp4", "task": "direction", "fmt": "yesno", "question": "<video>\nIs the man moving forwards?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1081684532_reverse.mp4", "task": "direction", "fmt": "yesno", "question": "<video>\nAre the asteroids flying towards the camera?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1100319395_reverse.mp4", "task": "direction", "fmt": "yesno", "question": "<video>\nIs the circular pattern moving clockwise?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1100319395_reverse.mp4", "task": "direction", "fmt": "yesno", "question": "<video>\nIs the circular pattern spinning clockwise?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1100319395_reverse.mp4", "task": "direction", "fmt": "yesno", "question": "<video>\nIs the circular pattern spinning in the clockwise direction?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1073831006_reverse.mp4", "task": "direction", "fmt": "yesno", "question": "<video>\nAre the zebras moving away from the camera?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/3411806181_reverse.mp4", "task": "direction", "fmt": "yesno", "question": "<video>\nIs the person moving the charging gun towards the car?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/3411806181_reverse.mp4", "task": "direction", "fmt": "yesno", "question": "<video>\nIs the person moving the charging gun towards the side of the car?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1083113449_reverse.mp4", "task": "attribute_change", "fmt": "yesno", "question": "<video>\nIs the sky getting brighter?\nAnswer yes or no.", "answer": "yes", "gt": "Y", "pred": "Y", "raw": "Yes.", "correct": 1, "frozen_pred": "N"}, {"video": "data/vlm/tempcompass_videos/videos/1086820415_concat_1.mp4", "task": "speed", "fmt": "yesno", "question": "<video>\nIs the speed of the wave above moving slower than the wave below?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1016172301_reverse.mp4", "task": "attribute_change", "fmt": "yesno", "question": "<video>\nIs the 3D house model being constructed?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1086105089.mp4", "task": "attribute_change", "fmt": "yesno", "question": "<video>\nIs the building renovating?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1099811331.mp4", "task": "attribute_change", "fmt": "yesno", "question": "<video>\nIs the 3d heart gradually disappearing?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1059072773_1059718130_2.mp4", "task": "order", "fmt": "yesno", "question": "<video>\nDoes the sun rise before the ice cream melts?\nAnswer yes or no.", "answer": "yes", "gt": "Y", "pred": "Y", "raw": "Yes.", "correct": 1, "frozen_pred": "N"}, {"video": "data/vlm/tempcompass_videos/videos/1060403198_1049965795_2.mp4", "task": "order", "fmt": "yesno", "question": "<video>\nIs the tree growing up and then a light bulb lighting up the order of events in the video?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/3405088753.mp4", "task": "action", "fmt": "yesno", "question": "<video>\nIs buying bread the action performed by the woman in the video?\nAnswer yes or no.", "answer": "yes", "gt": "Y", "pred": "Y", "raw": "Yes.", "correct": 1, "frozen_pred": "N"}, {"video": "data/vlm/tempcompass_videos/videos/1081194848.mp4", "task": "action", "fmt": "yesno", "question": "<video>\nAre the people engaged in dissecting a frog?\nAnswer yes or no.", "answer": "yes", "gt": "Y", "pred": "Y", "raw": "Yes.", "correct": 1, "frozen_pred": "N"}, {"video": "data/vlm/tempcompass_videos/videos/9537677.mp4", "task": "action", "fmt": "yesno", "question": "<video>\nIs listening to music the main focus of the woman's attention?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1077388994.mp4", "task": "action", "fmt": "yesno", "question": "<video>\nIs the woman singing?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1077388994.mp4", "task": "action", "fmt": "yesno", "question": "<video>\nIs the woman cooking dinner?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1071214909.mp4", "task": "action", "fmt": "yesno", "question": "<video>\nIs the person carving a design?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1071214909.mp4", "task": "action", "fmt": "yesno", "question": "<video>\nIs the action performed by the person about erasing a line on a wood surface?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}, {"video": "data/vlm/tempcompass_videos/videos/1071214909.mp4", "task": "action", "fmt": "yesno", "question": "<video>\nIs the video about measuring length on a wood surface?\nAnswer yes or no.", "answer": "no", "gt": "N", "pred": "N", "raw": "No.", "correct": 1, "frozen_pred": "Y"}]
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+ ---
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+ base_model: Qwen/Qwen3-8B
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+ library_name: peft
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+ pipeline_tag: text-generation
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+ tags:
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+ - base_model:adapter:Qwen/Qwen3-8B
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+ - lora
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+ - transformers
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+ ---
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+
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+ # Model Card for Model ID
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+
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+ <!-- Provide a quick summary of what the model is/does. -->
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+
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+
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+
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+ ## Model Details
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+
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+ ### Model Description
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+
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+ <!-- Provide a longer summary of what this model is. -->
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+
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+
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+
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+ - **Developed by:** [More Information Needed]
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+ - **Funded by [optional]:** [More Information Needed]
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+ - **Shared by [optional]:** [More Information Needed]
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+ - **Model type:** [More Information Needed]
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+ - **Language(s) (NLP):** [More Information Needed]
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+ - **License:** [More Information Needed]
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+ - **Finetuned from model [optional]:** [More Information Needed]
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+
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+ ### Model Sources [optional]
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+
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+ <!-- Provide the basic links for the model. -->
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+
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+ - **Repository:** [More Information Needed]
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+ - **Paper [optional]:** [More Information Needed]
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+ - **Demo [optional]:** [More Information Needed]
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+
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+ ## Uses
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+
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+ <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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+
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+ ### Direct Use
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+
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+ <!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
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+
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+ [More Information Needed]
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+
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+ ### Downstream Use [optional]
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+
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+ <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
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+
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+ [More Information Needed]
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+
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+ ### Out-of-Scope Use
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+
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+ <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
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+
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+ [More Information Needed]
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+
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+ ## Bias, Risks, and Limitations
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+
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+ <!-- This section is meant to convey both technical and sociotechnical limitations. -->
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+
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+ [More Information Needed]
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+
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+ ### Recommendations
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+
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+ <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
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+
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+ Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
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+
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+ ## How to Get Started with the Model
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+
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+ Use the code below to get started with the model.
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+
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+ [More Information Needed]
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+
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+ ## Training Details
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+
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+ ### Training Data
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+
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+ <!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
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+
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+ [More Information Needed]
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+
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+ ### Training Procedure
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+
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+ <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
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+
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+ #### Preprocessing [optional]
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+
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+ [More Information Needed]
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+
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+
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+ #### Training Hyperparameters
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+
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+ - **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
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+
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+ #### Speeds, Sizes, Times [optional]
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+
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+ <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
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+
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+ [More Information Needed]
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+
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+ ## Evaluation
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+
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+ <!-- This section describes the evaluation protocols and provides the results. -->
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+
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+ ### Testing Data, Factors & Metrics
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+
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+ #### Testing Data
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+
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+ <!-- This should link to a Dataset Card if possible. -->
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+
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+ [More Information Needed]
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+
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+ #### Factors
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+
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+ <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
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+
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+ [More Information Needed]
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+
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+ #### Metrics
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+
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+ <!-- These are the evaluation metrics being used, ideally with a description of why. -->
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+
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+ [More Information Needed]
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+
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+ ### Results
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+
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+ [More Information Needed]
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+
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+ #### Summary
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+
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+
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+
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+ ## Model Examination [optional]
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+
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+ <!-- Relevant interpretability work for the model goes here -->
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+
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+ [More Information Needed]
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+
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+ ## Environmental Impact
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+
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+ <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
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+
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+ Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
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+
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+ - **Hardware Type:** [More Information Needed]
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+ - **Hours used:** [More Information Needed]
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+ - **Cloud Provider:** [More Information Needed]
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+ - **Compute Region:** [More Information Needed]
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+ - **Carbon Emitted:** [More Information Needed]
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+
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+ ## Technical Specifications [optional]
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+
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+ ### Model Architecture and Objective
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+
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+ [More Information Needed]
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+
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+ ### Compute Infrastructure
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+
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+ [More Information Needed]
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+
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+ #### Hardware
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+
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+ [More Information Needed]
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+
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+ #### Software
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+
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+ [More Information Needed]
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+
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+ ## Citation [optional]
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+
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+ <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
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+
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+ **BibTeX:**
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+
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+ [More Information Needed]
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+
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+ **APA:**
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+
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+ [More Information Needed]
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+
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+ ## Glossary [optional]
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+
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+ <!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
191
+
192
+ [More Information Needed]
193
+
194
+ ## More Information [optional]
195
+
196
+ [More Information Needed]
197
+
198
+ ## Model Card Authors [optional]
199
+
200
+ [More Information Needed]
201
+
202
+ ## Model Card Contact
203
+
204
+ [More Information Needed]
205
+ ### Framework versions
206
+
207
+ - PEFT 0.19.1
outputs/demo/vlm_ckpt/frozen/lora/adapter_config.json ADDED
@@ -0,0 +1,48 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "alora_invocation_tokens": null,
3
+ "alpha_pattern": {},
4
+ "arrow_config": null,
5
+ "auto_mapping": null,
6
+ "base_model_name_or_path": "Qwen/Qwen3-8B",
7
+ "bias": "none",
8
+ "corda_config": null,
9
+ "ensure_weight_tying": false,
10
+ "eva_config": null,
11
+ "exclude_modules": null,
12
+ "fan_in_fan_out": false,
13
+ "inference_mode": true,
14
+ "init_lora_weights": true,
15
+ "layer_replication": null,
16
+ "layers_pattern": null,
17
+ "layers_to_transform": null,
18
+ "loftq_config": {},
19
+ "lora_alpha": 64,
20
+ "lora_bias": false,
21
+ "lora_dropout": 0.05,
22
+ "lora_ga_config": null,
23
+ "megatron_config": null,
24
+ "megatron_core": "megatron.core",
25
+ "modules_to_save": null,
26
+ "peft_type": "LORA",
27
+ "peft_version": "0.19.1",
28
+ "qalora_group_size": 16,
29
+ "r": 32,
30
+ "rank_pattern": {},
31
+ "revision": null,
32
+ "target_modules": [
33
+ "v_proj",
34
+ "gate_proj",
35
+ "down_proj",
36
+ "q_proj",
37
+ "k_proj",
38
+ "o_proj",
39
+ "up_proj"
40
+ ],
41
+ "target_parameters": null,
42
+ "task_type": "CAUSAL_LM",
43
+ "trainable_token_indices": null,
44
+ "use_bdlora": null,
45
+ "use_dora": false,
46
+ "use_qalora": false,
47
+ "use_rslora": false
48
+ }
outputs/demo/vlm_ckpt/ours/lora/README.md ADDED
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1
+ ---
2
+ base_model: Qwen/Qwen3-8B
3
+ library_name: peft
4
+ pipeline_tag: text-generation
5
+ tags:
6
+ - base_model:adapter:Qwen/Qwen3-8B
7
+ - lora
8
+ - transformers
9
+ ---
10
+
11
+ # Model Card for Model ID
12
+
13
+ <!-- Provide a quick summary of what the model is/does. -->
14
+
15
+
16
+
17
+ ## Model Details
18
+
19
+ ### Model Description
20
+
21
+ <!-- Provide a longer summary of what this model is. -->
22
+
23
+
24
+
25
+ - **Developed by:** [More Information Needed]
26
+ - **Funded by [optional]:** [More Information Needed]
27
+ - **Shared by [optional]:** [More Information Needed]
28
+ - **Model type:** [More Information Needed]
29
+ - **Language(s) (NLP):** [More Information Needed]
30
+ - **License:** [More Information Needed]
31
+ - **Finetuned from model [optional]:** [More Information Needed]
32
+
33
+ ### Model Sources [optional]
34
+
35
+ <!-- Provide the basic links for the model. -->
36
+
37
+ - **Repository:** [More Information Needed]
38
+ - **Paper [optional]:** [More Information Needed]
39
+ - **Demo [optional]:** [More Information Needed]
40
+
41
+ ## Uses
42
+
43
+ <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
44
+
45
+ ### Direct Use
46
+
47
+ <!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
48
+
49
+ [More Information Needed]
50
+
51
+ ### Downstream Use [optional]
52
+
53
+ <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
54
+
55
+ [More Information Needed]
56
+
57
+ ### Out-of-Scope Use
58
+
59
+ <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
60
+
61
+ [More Information Needed]
62
+
63
+ ## Bias, Risks, and Limitations
64
+
65
+ <!-- This section is meant to convey both technical and sociotechnical limitations. -->
66
+
67
+ [More Information Needed]
68
+
69
+ ### Recommendations
70
+
71
+ <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
72
+
73
+ Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
74
+
75
+ ## How to Get Started with the Model
76
+
77
+ Use the code below to get started with the model.
78
+
79
+ [More Information Needed]
80
+
81
+ ## Training Details
82
+
83
+ ### Training Data
84
+
85
+ <!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
86
+
87
+ [More Information Needed]
88
+
89
+ ### Training Procedure
90
+
91
+ <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
92
+
93
+ #### Preprocessing [optional]
94
+
95
+ [More Information Needed]
96
+
97
+
98
+ #### Training Hyperparameters
99
+
100
+ - **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
101
+
102
+ #### Speeds, Sizes, Times [optional]
103
+
104
+ <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
105
+
106
+ [More Information Needed]
107
+
108
+ ## Evaluation
109
+
110
+ <!-- This section describes the evaluation protocols and provides the results. -->
111
+
112
+ ### Testing Data, Factors & Metrics
113
+
114
+ #### Testing Data
115
+
116
+ <!-- This should link to a Dataset Card if possible. -->
117
+
118
+ [More Information Needed]
119
+
120
+ #### Factors
121
+
122
+ <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
123
+
124
+ [More Information Needed]
125
+
126
+ #### Metrics
127
+
128
+ <!-- These are the evaluation metrics being used, ideally with a description of why. -->
129
+
130
+ [More Information Needed]
131
+
132
+ ### Results
133
+
134
+ [More Information Needed]
135
+
136
+ #### Summary
137
+
138
+
139
+
140
+ ## Model Examination [optional]
141
+
142
+ <!-- Relevant interpretability work for the model goes here -->
143
+
144
+ [More Information Needed]
145
+
146
+ ## Environmental Impact
147
+
148
+ <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
149
+
150
+ Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
151
+
152
+ - **Hardware Type:** [More Information Needed]
153
+ - **Hours used:** [More Information Needed]
154
+ - **Cloud Provider:** [More Information Needed]
155
+ - **Compute Region:** [More Information Needed]
156
+ - **Carbon Emitted:** [More Information Needed]
157
+
158
+ ## Technical Specifications [optional]
159
+
160
+ ### Model Architecture and Objective
161
+
162
+ [More Information Needed]
163
+
164
+ ### Compute Infrastructure
165
+
166
+ [More Information Needed]
167
+
168
+ #### Hardware
169
+
170
+ [More Information Needed]
171
+
172
+ #### Software
173
+
174
+ [More Information Needed]
175
+
176
+ ## Citation [optional]
177
+
178
+ <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
179
+
180
+ **BibTeX:**
181
+
182
+ [More Information Needed]
183
+
184
+ **APA:**
185
+
186
+ [More Information Needed]
187
+
188
+ ## Glossary [optional]
189
+
190
+ <!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
191
+
192
+ [More Information Needed]
193
+
194
+ ## More Information [optional]
195
+
196
+ [More Information Needed]
197
+
198
+ ## Model Card Authors [optional]
199
+
200
+ [More Information Needed]
201
+
202
+ ## Model Card Contact
203
+
204
+ [More Information Needed]
205
+ ### Framework versions
206
+
207
+ - PEFT 0.19.1
outputs/demo/vlm_ckpt/ours/lora/adapter_config.json ADDED
@@ -0,0 +1,48 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "alora_invocation_tokens": null,
3
+ "alpha_pattern": {},
4
+ "arrow_config": null,
5
+ "auto_mapping": null,
6
+ "base_model_name_or_path": "Qwen/Qwen3-8B",
7
+ "bias": "none",
8
+ "corda_config": null,
9
+ "ensure_weight_tying": false,
10
+ "eva_config": null,
11
+ "exclude_modules": null,
12
+ "fan_in_fan_out": false,
13
+ "inference_mode": true,
14
+ "init_lora_weights": true,
15
+ "layer_replication": null,
16
+ "layers_pattern": null,
17
+ "layers_to_transform": null,
18
+ "loftq_config": {},
19
+ "lora_alpha": 64,
20
+ "lora_bias": false,
21
+ "lora_dropout": 0.05,
22
+ "lora_ga_config": null,
23
+ "megatron_config": null,
24
+ "megatron_core": "megatron.core",
25
+ "modules_to_save": null,
26
+ "peft_type": "LORA",
27
+ "peft_version": "0.19.1",
28
+ "qalora_group_size": 16,
29
+ "r": 32,
30
+ "rank_pattern": {},
31
+ "revision": null,
32
+ "target_modules": [
33
+ "q_proj",
34
+ "v_proj",
35
+ "o_proj",
36
+ "k_proj",
37
+ "gate_proj",
38
+ "down_proj",
39
+ "up_proj"
40
+ ],
41
+ "target_parameters": null,
42
+ "task_type": "CAUSAL_LM",
43
+ "trainable_token_indices": null,
44
+ "use_bdlora": null,
45
+ "use_dora": false,
46
+ "use_qalora": false,
47
+ "use_rslora": false
48
+ }