Expired50% confidenceFactExact time
ADP 4.0 supports an LLM-as-a-Judge evaluation mechanism, allowing a model different from the Agent under evaluation to be selected as the judge for scoring
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
Valid until: 9/30/2026(expired)
Sources
Related Claims
Unverified完整的Agent评估体系通常包含三类方式：基于规则的评估、基于参考答案的相似度评估（如BLEU、ROUGE）、以及LLM-as-Judge69% similarUnverifiedCurrent exploration directions for Agent evaluation include LLM-as-Judge, trajectory similarity comparison, and online evaluation based on human feedback.69% similarUnverifiedLangSmith supports quantifying quality changes through LLM-as-Judge or custom scoring functions to build automated test sets.69% similarUnverifiedMainstream approaches to agent evaluation include LLM-as-Judge, trajectory matching, and outcome verification.69% similarUnverified学术界发展出G-Eval、MT-Bench等评测方法，LLM-as-Judge已成为自动化Agent评测的主流技术路线之一68% similar
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