arbitrate-conflicting-evidence-streams-relevance-gated-fusion TEC-0240 · proposedArbitrate conflicting evidence streams by relevance-gated fu
Generate perception, retrieval and web-verification evidence with the same backbone, score each stream for relevance/accuracy/discriminativeness, softmax-weight them into a fused answer, and refine under six cultural rubric criteria.
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.
Generate perception, retrieval and web-verification evidence with the same backbone, score each stream for relevance/accuracy/discriminativeness, softmax-weight them into a fused answer, and refine under six cultural rubric criteria. Filed by the drafting stage from CM2: Multimodal Cultural Reasoning via an Integrated Multi-Agent Framework (2608.30498) 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: 4-way accuracy on 442 CM2D items against CoT, Self-Refine, CoT-SC and Agent Debate on four backbones (e.g. llava-onevision-7b 23.53 to 50.68, best baseline 43.21; GPT4.1-mini 41.63 to 55.20, best baseline 54.30), plus module ablations and a conflict/consensus split where conflict-subset accuracy is 50.0/53.4 vs 41.2/43.3 majority vote.. 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.