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Yuxuan Li

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#artificial intelligence Review Oct 2026

Better Retrieval, Limited Clustering Gains: A Controlled Study of Multilingual Company Entity Resolution

Improved name retrieval may have little effect on company clusters when the pair classifier remains unchanged. We examine this dependency by adapting multilingual E5 encoders under fixed candidate budgets and downstream decision rules. Random-negative and hard-negative training use identical positive schedules. Checkpo...

Yijiashun Qi, Yuxuan Li, Han Guo · 0 citations
Open access Aug 2026

A Multi-Agent LLM Framework for Automated Software Testing

A multi-agent testing framework in which requirement analysis, test-case generation, sandboxed execution, and defect detection are delegated to four distinct agents, and in which detection rests on a composite rule combining the execution signal with the semantic judgment of a dedicated diagnostic agent.

Yuxuan Li · 0 citations

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