Author

Yunzhi Tan

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Jul 2026

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

Agent self-evolution has primarily focused on learning how to act, while overlooking an equally important capability: learning to discover what an agent does not know. Existing approaches typically assume that failure discovery is given, focusing on how to repair failures once they are identified. We ask whether blind-...

Xiaoyi Bao, Yuanzhen Xie, Yunzhi Tan et al. · arXiv.org · 0 citations

Jul 2026

ProgramTab: Boosting Table Reasoning of LLMs via Programmatic Paradigm

The ProgramTab framework is proposed, which guides LLMs employing in-context learning to perform tabular data preprocessing with Python code, as well as the momentous contents extraction with row and column extraction and SQL generation, demonstrating that the ProgramTab framework effectively deals with table-based rea...

Pei Guo, Enjie Liu, Yunzhi Tan et al. · arXiv.org · 0 citations