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Uncertainty Quantification and Confidence Calibration in Large Language Models: A Survey

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The Sim-to-Real Gap of Foundation Model Agents: A Unified MDP Perspective

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Diagnosing Multi-step Reasoning Failures in Black-box LLMs via Stepwise Confidence Attribution

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