TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning

Changle Qu, Sunhao Dai, Hengyi Cai +4

Tool-Integrated Reasoning (TIR) enables LLMs to solve complex tasks through iterative tool interactions. However, existing reinforcement learning methods often rely on trajectory-l…