Phenotype Analysis
Updated regularly
Evaluating LLM performance on fundamental microbial phenotype prediction
Comprehensive analysis of how language models predict broad microbial characteristics, from gram staining to pathogenicity, across thousands of species.
DOI: COMING SOON
Knowledge analysis
Updated regularly
Assessing LLM Knowledge Calibration for Microbial Taxonomy
Evaluating how much LLMs claim to know about bacteria by comparing their responses to internet data, revealing how frequently they generate unfounded claims about unknown species.
DOI: COMING SOON
Coming Soon
In development
Predicting bacterial growth conditions and metabolic flexibility
Upcoming evaluation framework for testing LLM understanding of environmental factors, nutrient requirements, and metabolic pathways in bacteria.
DOI: COMING SOON (preprint)