Unverified50% confidenceFactExact time
When evaluating in LangSmith, trace data can be added to a dataset and scored with custom evaluators or LLM-as-Judge.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/15/2026
First Seen
Valid until: 1/13/2027
Sources
Related Entities
Related Claims
VerifiedEvaluation set construction can use the LLM-as-Judge method, employing another model to assess output quality in order to handle semantic-level quality judgments75% similarVerifiedMainstream approaches to agent evaluation include LLM-as-Judge, trajectory matching, and outcome verification.73% similarUnverifiedThe evaluation suite is itself a model with precision and recall relative to human judgment, and both should be tracked.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% similar
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