Tool-Aware Optimization with Entropy Guidance for Efficient Agentic Reinforcement Learning

Hongye Cao, Nuo Yan, Haoyuan Deng +5

Agentic reinforcement learning (RL) equips large language models (LLMs) with tool-use capabilities that substantially improve reasoning on complex tasks. However, integrating exter…