AdaTIR: Adaptive Tool-Integrated Reasoning via Difficulty-Aware Policy Optimization

Zhaiyu Fang, Ruipeng Sun

Tool-Integrated Reasoning (TIR) has significantly enhanced the capabilities of Large Language Models (LLMs), yet current agents tend to exhibit cognitive offloading, redundantly in…