Same Beliefs, Different Policies: Learning Reusable Representations for Early Stopping in LLM Reasoning.

arXiv:2610.30450v1 Announce Type: new Abstract: Reasoning LLMs often continue reasoning after reaching a correct answer, wasting computation and sometimes replacing it with an incorrect one. Deciding when to stop is a metareasoning problem: the model must weig