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Gary Robertson

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Open access Jul 2026

Comparative assessment of large language models for microbial phenotype assignment

This study systematically assessed the biological knowledge encoded in publicly available LLMs for structured phenotype assignment of microbial species, including state-of-the-art models such as Claude Sonnet 4 and the GPT-5 family of models.

Philipp C. Münch, Nasim Safaei, René Mreches et al. · 0 citations