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| # Protocols (identical to the runs of the paper; code: https://github.com/Espere-1119-Song/Video-Index) | |
| ## VIDEO | |
| Frames: one frame per second of the timeline, at most 512 frames per item (uniform thinning beyond; the videos are | |
| stored at no more than 2 frames per second and 1,024 frames), each frame resized to short side 224. When a model | |
| rejects the request for its size the frame count is halved and the request repeated; the number of frames sent is | |
| recorded per item. | |
| Prompt (frames first, then the text): | |
| You are given {n} frame(s) sampled from a video. Answer the question based on these frames. | |
| Question: {question} | |
| A. ... | |
| B. ... | |
| Reply with ONLY the option letter (or the exact short answer if no options). | |
| ## BLIND | |
| Question and options only, no frames; four option permutations per item, fixed by | |
| random.Random("42|<item_id>").sample(range(k), k); the blind score is the mean over the four permutations. | |
| You are given NO frames from the video. Answer the question from the text alone. | |
| Question: {question} | |
| A. ... | |
| B. ... | |
| Reply with ONLY the option letter (or the exact short answer if no options). | |
| ## Scoring | |
| Rule scorer (video_index/scoring.py): the leading option letter of the reply, a stated answer ("the answer is B"), | |
| or the option whose text the reply repeats; a reply that names no option is wrong. Gain = VIDEO - BLIND on the same items. | |