TIER: Trajectory-Invariant Execution Rewards for Multi-Step Tool Composition

Anay Kulkarni, ChiaEn Lu, Dheeraj Mekala +3

Tool use enables large language models to solve complex tasks through sequences of API calls, yet existing reinforcement learning approaches fail to scale to multi-step composition…