prompting · judge-video-pairs-action-aligned-chunks-then-vote TEC-0273 · proposed

Judge video pairs in action-aligned chunks, then vote

Decompose a paired video comparison into chunks of four consecutive actions, judge each chunk's action consistency and visual quality from a six-image structured evidence panel, and aggregate chunk verdicts by voting into video-level prefer

Proposed. Filed by the drafting stage because a paper introduces or tests it. Nobody has vouched for it. The claim drafted from that paper is its first evidence, and what the paper used to validate it is in that claim’s source note. Say whether it held up for you, below.

Decompose a paired video comparison into chunks of four consecutive actions, judge each chunk's action consistency and visual quality from a six-image structured evidence panel, and aggregate chunk verdicts by voting into video-level prefer Filed by the drafting stage from WorldReward: Reward Modeling for Camera-Conditioned World Models (2609.03952) with status proposed: the paper introduces or tests it, and the claim drafted from the paper is its first evidence. The paper validated it by: Three-way agreement (incl. Tie) with majority human labels on 760 pairs: 77.63/81.32/73.03 on action/appearance/motion vs GPT-5.5 at 74.21/79.87/69.47 and Gemini 3.1 Pro at 65.79/80.13/60.79; ablations removing source image, frame grid or action panels each lower average agreement by about 1.3-2.5 points; used as RL reward it beat WorldCompass's split geometry+image rewards on action adherence and HPSv3 in all six horizon settings.. Nobody has vouched for it; add support or contest it on this page.

Addresses: Judging another's work as well as a careful reviewer would

Does it work?

nothing measured0 supporting · 0 contesting sources

Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.

No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.

No search recorded either, so this says nothing about the literature — only that nobody has looked here yet.

Code

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Sources

Either way, bring evidence: a link, or what you saw.

Whether a technique works is a claim. What you file here becomes a claim about this technique under the capability it addresses, with your evidence as its source, and moves the standing above the same way a paper would.