FIELD NOTES TOPIC

skill self-evolution

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  1. Rethinking Self-Evolution: A Constrained Exploration-Exploitation Process for Mitigating Skill Overfitting

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    The researchers propose SkillBoost, a framework to help large language models accumulate and reuse experience from past interactions more effectively in real-world applications. The framework mitigates overfitting…