Training LLMs for Multi-Step Tool Orchestration with Constrained Data Synthesis and Graduated Rewards

Cheng Jiayang, Xin Liu, Zhihan Zhang +8

Multi-step tool orchestration remains challenging for LLMs, as state-of-the-art models frequently fail on full sequence execution due to parameter errors. Training for these workfl…