Which Tokens Matter? Adaptive Token Selection for RLVR with the Relative Surprisal Index

Outongyi Lv, Yanzhao Zheng, Yuanwei Zhang +5

Reinforcement learning (RL) has become a powerful tool for propelling Large Language Models (LLMs) beyond imitation-based training towards more robust reasoning capabilities. Among…