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

arXiv:2610.00296v1 Announce Type: cross 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