Unverified50% confidenceFactExact time
The statistical basis for the credibility of majority voting, the Condorcet Jury Theorem, requires that voters be mutually independent, and the error correlations among LLM reviewers violate this premise.
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9/23/2026
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UnverifiedStatistically, majority voting can effectively reduce error rates only when errors are mutually independent; when errors are highly correlated, consensus instead reinforces mistakes80% similarUnverifiedWithout a unified testing environment specification, the comparability of acceleration data is limited, and voting results may be subject to sampling bias.75% similarUnverified多数投票在陪审员数量为奇数（3、5、7）时可避免平票，适合二元或少类别分类73% similarUnverifiedarXiv paper 2609.22512 points out that treating the consensus of multiple LLM reviewers as strong evidence presupposes that the errors of each reviewer are mutually independent, whereas in reality LLM reviewers make the same errors due to similar training data and evaluation approaches, causing consensus to exaggerate evidential strength.71% similarUnverified多次采样取多数票或自洽性方法可在推理层降低单次随机性对最终结果的影响69% similar
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