Unverified50% confidenceTradeoffExact time
Two samples are insufficient to estimate the flakiness rate; only the fact that the two results differed once is detected; the parent blob rule also does not evaluate assertion strength
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50%
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Long-term
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10/11/2026
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UnverifiedThe comparative experiment did not disclose specific dataset sizes, evaluation metrics, or details of comparison fairness, all of which affect the generalizability of its conclusions.67% similarUnverified对比学习中的推远操作只要求负样本相似度低于正样本,并不要求达到-1的极端值66% similarUnverifiedComparing six systems, the paper finds only a weak correlation between verdict accuracy and evidence localization (span F1) scores, with inconsistent ranking of systems across the two metrics.65% similarUnverifiedMcNemar 检验关注两个模型在每个样本上的分歧情况,只有判断结果不一致的样本(b和c单元格)具有信息量,两者都对或都错的样本被视为无关信息63% similarUnverifiedScoring higher than a previous-generation model on metrics does not equate to adequately resolving alignment issues.63% similar
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