[KongchangAI]
Unverified50% confidenceFactExact time

The LLM judge itself may make mistakes, including misjudging correct behavior as a violation, missing real violations, and giving inconsistent judgments for similar situations; the paper validates the judge using manually verified synthetic golden conversations, but this is costly and hard to scale.

1
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50%
Confidence
Long-term
Relevance
10/20/2026
First Seen

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