Human audit of the LLM judges confirms high reliability: the data construction judge achieves 94% balanced audit agreement (88% success precision, 100% failure confirmation) and the final evaluation judge achieves 98% balanced agreement (96% success precision, 100% failure confirmation).

Human audit of the LLM judges confirms high reliability: the data construction judge achieves 94% balanced audit agreement (88% success precision, 100% failure confirmation) and the final evaluation judge achieves 98% balanced agreement (96% success precision, 100% failure confirmation). · CiteArk

测量结果

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保留同一结论下的完整结果组。已有评估排在前面；单项判断不替代整组结论。展开行查看条件、来源与历次证据。

每行是一项测量，分别显示论文报告、最近可用实测和累计证据状态。
指标与条件	论文报告	最近可用实测	证据判断
stage: Data construction	88 percentage_points	—	尚未评估
stage: Data construction	100 percentage_points	—	尚未评估
stage: Data construction	94 percentage_points	—	尚未评估
stage: Final evaluation	96 percentage_points	—	尚未评估
stage: Final evaluation	100 percentage_points	—	尚未评估
stage: Final evaluation	98 percentage_points	—	尚未评估

Human audit of the LLM judges confirms high reliability: the data construction judge achieves 94% balanced audit agreement (88% success precision, 100% failure confirmation) and the final evaluation judge achieves 98% balanced agreement (96% success precision, 100% failure confirmation).

报告指标与观测值

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测量结果