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+ # Protocols (identical to the paper's meta-benchmark runs; exp/analysis/meta/meta_runner.py)
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+
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+ ## VIDEO (video1fps)
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+ Frames: one frame per second of the timeline, at most 512 frames per item (uniform subsample beyond; the normalized
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+ store holds at most 1,024 frames per video), each frame resized to short side 224. When a model's context or memory
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+ rejects the request the frame count is halved and the request retried; the frames actually sent are recorded per item.
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+
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+ Prompt (frames first, then the text):
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+ These are {n} frames sampled from a video, in order. Answer the multiple-choice question about the video.
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+ Question: {question}
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+ Options:
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+ A. ...
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+ B. ...
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+ Answer with the option's letter from the given choices directly.
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+
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+ ## BLIND
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+ Question and options only, no frames; four option permutations per item (seed 42, exp/analysis/meta/meta_runner.py
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+ permutations_for); the blind score is the mean over the four permutations.
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+
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+ ## Scoring
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+ The rule scorer of the paper (exp/pipeline/scoring.py, mode "list"): the first option letter in the reply, or the option
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+ whose text the reply repeats; a reply that names no option is wrong. Gain = VIDEO - BLIND on the same items.