Verified65% confidenceFactExact time
Evaluation can be divided into online evaluation (real-time monitoring in a production environment) and offline evaluation (batch testing on a fixed test set), with the latter being the foundation for rapid iteration.
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65%
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Long-term
Relevance
9/16/2026
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Related Claims
UnverifiedThe production-stage evaluation shifts to sampled evaluation of online traffic, combined with user feedback signals, to continuously capture quality changes caused by model or data drift, rather than being a one-time gate.80% similarUnverifiedEvaluation needs to cover multiple layers of metrics—whether the retrieved context is relevant, whether tool calls are correct, and whether the final answer is accurate—and includes both offline and online evaluation.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% similarUnverified监控（Monitoring）关注系统在生产环境中的实时运行状态，包括延迟、错误率、Token消耗、模型输出分布变化等可量化指标75% similarUnverifiedOnline evaluation reflects user experience under the real distribution, and corresponds to offline evaluation run on test sets.75% similar
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