Prefix-Safe Bayesian Belief Tracking for LLM Reasoning Reliability:Separating Calibration from Ranking

Zhenghan Song, Yunyi Li, Yulong Liu

Long reasoning traces need reliability estimates before final answers are known. We study prefix-conditioned eventual-success estimation, $P(y=1\mid o_{1:t})$, using prefix-safe o…