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Phenotypes and Predictions

The table shows the phenotypes and predictions. Cell colors indicate the class of the value. When literature-based data is available, a checkmark (✓) indicates a correct prediction, while an ✗ indicates an incorrect prediction.

Literature-based phenotypes: 8

LLM predicted phenotypes: 5

Phenotype	High-quality annotation	anthropic/claude-3.5-sonnet	openai/gpt-3.5-turbo-0125	google/gemini-pro-1.5	meta-llama/llama-3-8b-instruct:nitro	openai/gpt-4	meta-llama/llama-3-70b-instruct:nitro	mistralai/mixtral-8x7b-instruct:nitro	google/gemini-pro	openai/gpt-4o	google/palm-2-chat-bison-32k	google/gemini-flash-1.5	anthropic/claude-3-haiku:beta	perplexity/llama-3-sonar-small-32k-chat	openchat/openchat-7b	google/gemma-7b-it	microsoft/phi-3-mini-128k-instruct	microsoft/wizardlm-2-8x22b	mistralai/mistral-7b-instruct
Motility	N/A	true	false	true	true	true	true	false	false	true	true	true	true	true	true	true	false	false	true
Gram staining	gram stain positive	gram stain negative ✗	gram stain negative ✗	gram stain negative ✗	gram stain negative ✗	gram stain negative ✗	gram stain negative ✗	gram stain negative ✗	gram stain negative ✗	gram stain variable ✗	gram stain negative ✗	gram stain negative ✗	gram stain negative ✗	gram stain negative ✗	gram stain negative ✗	gram stain negative ✗	gram stain negative ✗	gram stain negative ✗	gram stain variable ✗
Aerophilicity	facultatively anaerobic	facultatively anaerobic ✓	facultatively anaerobic ✓	facultatively anaerobic ✓	aerotolerant ✗	aerotolerant ✗	facultatively anaerobic ✓	facultatively anaerobic ✓	anaerobic ✗	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A
Extreme environment tolerance	FALSE	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓	true ✗	false ✓	false ✓	true ✗	false ✓	false ✓	false ✓
Biofilm formation	N/A	true	false	true	true	false	true	true	false	false	false	true	true	true	true	true	true	true	true
Animal pathogenicity	TRUE	true ✓	false ✗	true ✓	true ✓	true ✓	true ✓	true ✓	true ✓	true ✓	true ✓	true ✓	true ✓	true ✓	true ✓	true ✓	false ✗	true ✓	true ✓
Biosafety level	biosafety level 2	biosafety level 2 ✓	biosafety level 2 ✓	biosafety level 2 ✓	biosafety level 2 ✓	biosafety level 2 ✓	biosafety level 2 ✓	biosafety level 2 ✓	biosafety level 2 ✓	biosafety level 2 ✓	biosafety level 2 ✓	biosafety level 2 ✓	biosafety level 2 ✓	biosafety level 2 ✓	biosafety level 2 ✓	biosafety level 2 ✓	biosafety level 1 ✗	biosafety level 2 ✓	biosafety level 2 ✓
Health association	N/A	true	true	true	true	true	true	true	true	true	true	true	true	true	true	false	false	true	true
Host association	TRUE	true ✓	true ✓	true ✓	true ✓	true ✓	true ✓	true ✓	true ✓	true ✓	true ✓	true ✓	true ✓	true ✓	true ✓	false ✗	true ✓	true ✓	true ✓
Plant pathogenicity	FALSE	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓	false ✓
Spore formation	N/A	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
Hemolysis	N/A	alpha	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A
Cell shape	coccus	bacillus ✗	bacillus ✗	tail ✗	coccus ✓	bacillus ✗	coccus ✓	coccus ✓	coccus ✓	bacillus ✗	bacillus ✗	coccus ✓	bacillus ✗	coccus ✓	coccus ✓	bacillus ✗	coccus ✓	bacillus ✗	coccus ✓

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Phenotypes and Predictions