MATCH: Model-Aware Tool Learning with Curriculum Scheduling and Hierarchically Gated Rewards

Shihao Liu, Hao Yin, Lijun Liu +3

Tool learning enables large language models (LLMs) to use external tools for tasks beyond parametric knowledge. Reinforcement learning can optimize tool-call behavior from feedback…