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Certainty Is Not Just Correctness: Rethinking Token-Level Certainty in LLM Reasoning

arXiv:2610.00296v1 Announce Type: new Abstract: Token-level certainty is widely used as a proxy for correctness in LLM training and inference. However, the performance of certainty-based methods depends both on the information in certainty scores and on how those scores are used. We therefore direc…

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  1. 2026-10-02 04:00 · arXiv cs.CL
    Certainty Is Not Just Correctness: Rethinking Token-Level Certainty in LLM Reasoning

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