condition-reasoning-credit-spatio-temporal-evidence TEC-0108 · proposedCondition reasoning credit on spatio-temporal evidence
Require the model to output timestamped audio and visual evidence intervals and multiply its answer correctness by a soft temporal-plus-semantic evidence score, so ungrounded correct answers earn no evidence credit.
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.
Require the model to output timestamped audio and visual evidence intervals and multiply its answer correctness by a soft temporal-plus-semantic evidence score, so ungrounded correct answers earn no evidence credit. Filed by the drafting stage from Video-HolmesV2: Can MLLMs Reason with Spatio-Temporal Audio-Visual Evidence in Long Videos? (2609.17248) 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: Applied to three models on 4,000 QA pairs over 784 videos; separated a 55.1%-accuracy open model (evidence 8.5) from a 73.1%-accuracy proprietary model (evidence 35.2). No human validation of the evidence metric reported.. Nobody has vouched for it; add support or contest it on this page.
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
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.