CAT: Confidence-Adaptive Thinking for Efficient Reasoning of Large Reasoning Models

Qizhi Jiang, Shuo Wang, Pei Ke +2

Large Reasoning Models (LRMs) have achieved remarkable success on complex tasks by leveraging long chain-of-thought (CoT) trajectories, yet they frequently exhibit overthinking on…