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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Jie Liang

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Review Aug 2026

UML Class Diagram Evaluation and Repair Strategies based on LLMs

Focusing on typical defects in LLM-generated UML class diagrams, this study reveals that LLMs exhibit uncertainties analogous to human memory, and three targeted repair strategies are proposed, including memory reinforcement, external knowledge injection, and detection-guided automated targeted repair.

Jie Liang, Peng Liang, Chong Wang · 0 citations

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