Unverified50% confidenceFactExact time
The study adopted a confidence-interval-aware qualification rule, meaning a configuration passes only when its lower confidence bound genuinely exceeds the threshold τ.
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10/2/2026
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UnverifiedCommon engineering practices include setting an intermediate zone where low confidence triggers human review, rather than simply using a single threshold for binary judgment.73% similarUnverified'集成超越单体'的宣称需要严格控制评测条件，包括任务分布、评分标准与基线模型版本，否则数字容易产生误导71% similarVerifiedDrift detection involves a trade-off: setting the threshold too sensitively leads to frequent false alarms and unnecessary retraining, while setting it too loosely may allow model performance to continuously degrade without being detected.71% similarUnverifiedBecause the flag is located outside the scope boundary, any trajectory that the deterministic validator judges as passing is constructively proven to have involved a prohibited action, providing a high-precision lower bound on the violation rate.71% similarUnverifiedEmergent behavior in a single experiment is still a considerable distance from a reliable safety mechanism, and is a preliminary observation rather than a mature solution.71% similar
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