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Author

Peng Liang

2 papers indexed here

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Preprint Aug 2026

LLM-Enhanced Commit Message Generation via Issue Information: An Exploratory Study

Commit messages help developers understand code changes, support collaboration, and improve long-term maintenance. However, the use of issue information alone as the external context for LLM-based CMG has not been systematically studied. We propose an ISsue-Augmented framework for Commit message generation (ISAC) by co...

Zong-En Ren, Wei Shi, Bo Xiong et al. · 0 citations
Review Aug 2026

UML Class Diagram Evaluation and Repair Strategies based on LLMs

UML class diagrams are a crucial tool for defining the structure of software systems, but designing accurate and comprehensive class diagrams is a challenging task. Traditionally, creating UML models relies on the expertise and experience of professionals. However, with the development of AI technologies, particularly...

Jie Liang, Peng Liang, Chong Wang · 0 citations

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