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This study benchmarks 14 large language models on cosmetic chemistry and skin health topics, finding poor accuracy and reliability, especially in technical and quantitative tasks. It concludes that current general-purpose LLMs are not reliable for informed consumer decision-making without further fine-tuning and algorithmic improvements.