Unverified60% confidenceSolutionExact time
Evaluation (evals) means establishing a measurable set of criteria to judge agent performance, so that it is possible to know whether each change makes the system better or worse.
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9/16/2026
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UnverifiedAn evaluation set (eval set) is a carefully constructed collection of input samples and their corresponding expected outputs or evaluation criteria, used to systematically measure a model's performance on specific tasks.78% similarUnverifiedAn Eval system requires a test set with standard answers or scoring criteria, scoring via rule matching, similarity computation, or model-as-judge, and running it after every prompt change, model swap, or retrieval strategy adjustment to use data to judge whether the change is an improvement or a regression.77% similarUnverifiedAgent evaluation is a composite evaluation of decision quality and execution quality: it must check not only whether decisions are correct, but also whether actions are executed, whether execution is complete, and whether there is extra disclosure during the process.77% similarUnverifiedEvals are a quantitative scoring system for an agent's output quality and safety, typically covering dimensions such as task completion, factual accuracy and safety compliance.76% similarUnverified评估（Evaluation）偏向于对模型或系统能力的系统性测量，通常在离线或准离线环境中通过预定义测试集和评分标准衡量输出质量75% similar
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