Unverified50% confidenceFactExact time
Multi-agent verification has two implicit requirements for evidence: the evidence must be independent of the answer being reviewed, and the evidence must be able to distinguish between the two candidate answers being compared.
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9/28/2026
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UnverifiedWhen evaluating fact-checking systems, evidence quality and answer correctness should be accounted for separately, as a single joint score can easily obscure the true capability boundaries.78% similarUnverified形式化验证很重要但同行长期审查同样重要，两者是判断证明真伪的互补权衡71% similarUnverifiedThe paper points out that whether the same correlated-risk dynamic mechanism will recur in domains such as content recommendation, medical diagnosis, and autonomous driving is an open empirical question awaiting verification.70% similarUnverifiedThe paired comparison design separates the two factors of modality preference and evidence position, allowing changes in answers after swapping the order to be directly attributed to position itself.69% similar
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