Unverified50% confidenceFactExact time
Evaluation awareness refers to the phenomenon in which a model infers during reasoning that it may be in a testing, monitoring, or red-teaming evaluation scenario and adjusts its output strategically accordingly.
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10/16/2026
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UnverifiedRepresentation analysis determines whether a model understands certain dangerous concepts by examining the activation patterns of internal neurons, attention distributions, or hidden-layer representations.75% 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% similarUnverifiedAn 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.73% similarUnverifiedAn Eval (evaluation benchmark) is a systematic test set and scoring mechanism, where scoring can be rule-based or use the LLM-as-Judge approach.73% similarVerifiedBenchmarks tend to evaluate how much a model knows, rather than how much cognitive increment it can bring.73% similar
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