SENTINEL: Failure-Driven Reinforcement Learning for Training Tool-Using Language Model Agents

Ziyi Wang, Yuxuan Lu, Yimeng Zhang +8

Language model agents are increasingly effective in solving realistic tasks through multi-turn tool use. However, training reliable tool-using agents remains challenging in practic…