arxiv
PublishedSeptember 2, 2026 at 4:00 AM
HiDiffTIR: Hierarchical Difficulty-Aware Policy Optimization for Multi-Turn Tool-Integrated Reasoning
Publisher summary· verbatim
arXiv:2608.21863v2 Announce Type: replace-cross Abstract: Tool-Integrated Reasoning (TIR) is a fundamental capability for LLM agents to solve complex tasks by interacting with external tools iteratively. Reinforcement Learning (RL) has become the dominant paradigm for enabling this capability. Howev
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Originally published on arxiv ↗