Confidence Geometry Reveals Trace-Level Correctness in Large Language Model Reasoning

Shuo Liu, Ding Liu, Shi-Ju Ran

Large language models (LLMs) generate not only reasoning text, but also token-level confidence trajectories that record how uncertainty evolves during inference. Whether these traj…