Stable Adaptive Thinking via Advantage Shaping and Length-Aware Gradient Regulation

Zihang Xu, Haozhi Xie, Ziqi Miao +3

Large reasoning models (LRMs) achieve strong performance through extended reasoning traces, but they often exhibit overthinking behavior for low-complexity queries. Existing effort…