Reconsidering Overthinking: Penalizing Internal and External Redundancy in CoT Reasoning

Taihang Zhen, Jialiang Hong, Kai Chen +12

Large reasoning models (LRMs) often exhibit overthinking, producing verbose Chain-of-Thought (CoT) traces that increase inference cost and obscure the underlying reasoning process.…