Verified75% confidenceFactExact time
Statistically, majority voting can effectively reduce error rates only when errors are mutually independent; when errors are highly correlated, consensus instead reinforces mistakes
3
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75%
Confidence
Long-term
Relevance
9/14/2026
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Related Claims
UnverifiedThe 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.80% similarUnverifiedOn the low-error-rate subset, representational consensus did not outperform paraphrase consensus and instead produced significantly more false positives.79% 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76% similarUnverifiedErrors consistent with the recipient's inclination degrade model performance more severely than random errors with an equivalent error rate.76% similarUnverifiedThe trade-off between false positive rate and false negative rate is essentially the classic trade-off between Type I error and Type II error in statistics.74% similar
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