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Conceptevaluation framework / 评测体系

Evaluation Framework

A methodological framework used in AI product engineering for the systematic assessment of model performance. It encompasses multi-dimensional automated evaluation pipelines covering boundary inputs, adversarial samples, multi-turn dialogues, latency, and throughput. This framework represents a critical engineering capability that distinguishes demonstration prototypes from production-grade products.

Timeline (last 90 days)

Oct 11

Evaluation frameworks score agents on benchmarks, verifying capability rather than any specific individual execution.

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Sep 19

Agent evaluation must address non-deterministic outputs, typically combining rule-based matching, LLM-as-Judge, and human annotation.

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