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The University of Hong Kong, Huawei Research ♣ City University of Hong Kong ♢, Huazhong University of Science and Technology
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SoftSkill achieves up to 42.1 points improvement on LiveMath by transforming lengthy Markdown skills into a few powerful virtual tokens.
UCE enables LLM agents to evolve their knowledge dynamically, achieving a staggering 96.3% success rate in complex tasks by leveraging a structured experience library.
LLMs can learn to reason better by validating "skill-based teachers" derived from past experiences, even when those teachers are sometimes wrong.
Finally, a way to train LLM agents to reason step-by-step without needing humans to check every intermediate thought.
