Unverified50% confidenceDecision RuleExact time
在采信LLM裁判评分前必须用人工标注对其进行校准，缓解偏差手段包括交换候选顺序取平均、使用CoT提示、多裁判集成
1
Sources
50%
Confidence
Long-term
Relevance
7/16/2026
First Seen
Sources
Related Claims
Unverified在采信LLM裁判评分之前，必须用人工标注对其进行校准85% similarUnverified使用思维链（CoT）提示要求裁判先分析再打分可将裁判与人工标注的一致性提升约7-12%78% similarUnverifiedMainstream approaches to agent evaluation include LLM-as-Judge, trajectory matching, and outcome verification.72% similarUnverified对于难以自动化评估的指标（如幻觉率），部分团队引入LLM-as-Judge方法进行辅助评分71% similarUnverifiedProactively embedding detail hooks (such as mentioning sample size and model validation) can preemptively satisfy trust-verification needs and reduce abrupt follow-up questions.71% similar
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