AINeutralarXiv – CS AI · 10h ago6/10
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PruneTIR: Inference-Time Tool Call Pruning for Effective yet Efficient Tool-Integrated Reasoning
Researchers introduce PruneTIR, an inference-time optimization framework that improves tool-integrated reasoning in large language models by pruning failed trajectories, resampling tool calls, and suspending tool usage when errors persist. The approach enhances LLM performance without requiring additional training, demonstrating significant improvements in accuracy and efficiency.