AIBullisharXiv โ CS AI ยท 11h ago6/10
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E3-TIR: Enhanced Experience Exploitation for Tool-Integrated Reasoning
Researchers introduce E3-TIR, a new training paradigm for Large Language Models that improves tool-use reasoning by combining expert guidance with self-exploration. The method achieves 6% performance gains while using less than 10% of typical synthetic data, addressing key limitations in current reinforcement learning approaches for AI agents.