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Yong-Wen Cao

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#large language models Open access Oct 2026

Text-based nutrient estimation by large language models: a comparative evaluation against the Chinese Food Composition Table

Large language models (LLMs) increasingly provide nutrient information, but their accuracy for Chinese foods and their consistency across repeated queries are not well established. To compare nutrient estimates from nine general-purpose LLMs with the Chinese Food Composition Table (CFCT) and assess within-mo...

Yong-Wen Cao, Zhen-Dong Liu, Ning-Ning Wang et al. · 0 citations

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