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Motivated by the well-calibrated nature of zero-shot predictions, CoTS is proposed, a simple yet effective post-hoc calibration method that preserves accuracy and enhances both accuracy and calibration simultaneously.
AgentStream is introduced, a unified framework that evaluates self-evolving agents spanning diverse evolution components by organizing agentic benchmarks into a configurable task stream and instantiating the \texttt{Isolated}, \texttt{Sequential}, and \texttt{Interleaved} streaming scenarios at test time, which progres...
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