Efficiently Learning To Reason or Not to Reason: Root-token Policy Optimization for Adaptive Thinking

Taehyeon Kim, Hyunsoo Lee, Youngsoo Jang +1

Large reasoning models (LRMs) achieve strong performance by externalizing explicit reasoning traces before producing the answer, yet suffer from overthinking challenge that allocat…