EPO: Entropy-regularized Policy Optimization for LLM Agents Reinforcement Learning

Wujiang Xu, Wentian Zhao, Zhenting Wang +6

Training LLM agents in multi-turn environments with sparse rewards, where completing a single task requires 30+ turns of interaction within an episode, presents a fundamental chall…