What if LLMs could learn tool use faster by fixing their own training data gaps? SJTU & Xiaohongshu just built LoopTool for this. It closes the loop between data synthesis and model training, using the model’s own weaknesses to refine datasets adaptively. It probes what the
LoopTool: LLMs Learn Tool Use Through Adaptive Data Synthesis
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