AWPO: Enhancing Tool-Use of Large Language Models through Adaptive Integration of Reasoning Rewards

Zihan Lin, Xiaohan Wang, Hexiong Yang +5

While Reinforcement Learning (RL) shows promise in training tool-use Large Language Models (LLMs) using verifiable outcome rewards, existing methods largely overlook the potential…