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Peichu Xie

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#large language models Open access Oct 2026

Reducing Hallucinations in LLM-Generated Code via Semantic Triangulation

Large language models (LLMs) can generate executable code from natural language descriptions, but the resulting programs frequently contain bugs due to hallucinations. In the absence of formal specifications, existing approaches attempt to assess correctness using LLM-generated proxies such as tests or auto-formalized...

Yihan Dai, Sijie Liang, Haotian Xu et al. · 0 citations

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