most citedReasoning through Exploration: A Reinforcement Learning Framework for Robust Function Calling

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cs.CL2026

From Failure to Mastery: Generating Hard Samples for Tool-use Agents

Bingguang Hao, Zengzhuang Xu, Yuntao Wen +11

The advancement of LLM agents with tool-use capabilities requires diverse and complex training corpora. Existing data generation methods, which predominantly follow a paradigm of r…