Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models

Dehai Min, Giovanni Vaccarino, Huiyi Chen +3

Large Reasoning Models (LRMs) achieve strong performance by generating long chains of thought (CoT), but often overthink, continuing to reason after a solution has already stabiliz…