Author

Jinghang Gu

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Jul 2026

SkillMentor: LLM Agent Self-Evolution via Learning Blind-Spot Diagnosis

SkillMentor, which trains a Mentor policy via reinforcement learning to generate diagnostic tasks, identify recurrent failure modes, and curate them into reusable corrective skills, is proposed, suggesting that blind-spot diagnosis is a learnable capability, enabling self-evolution without updating executor weights or...

Xiaoyi Bao, Yuanzhen Xie, Yunzhi Tan et al. · arXiv.org · 1 citation

#natural language process... Jan 2026

CHisAgent: A Multi-Agent Framework for Event Taxonomy Construction in Ancient Chinese Cultural Systems

CHisAgent, a multi-agent LLM framework for historical taxonomy construction in ancient Chinese contexts, is proposed and a large-scale, domain-aware event taxonomy covering politics, military, diplomacy, and social life in ancient China is constructed.

Xuemei Tang, Chengxi Yan, Jinghang Gu et al. · arXiv.org · 1 citation