BioTool: leaderboard
Metric: BioTool score (%; mean MedCPT embedding similarity between the observation returned by the model's API call and the reference observation, 0 for a failed call; 1,408 test queries over NCBI, UniProt and Ensembl). Source: arxiv.org. Saturation forecast: Around December 2027. 12 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.5 | 81.4 |
| 2 | Gemini 3 Pro | 79.2 |
| 3 | Qwen 2.5 7B Instruct | 64 |
| 4 | Qwen 3 4B 2507 Instruct | 63.1 |
| 5 | GPT-5.1 Codex | 56.3 |
| 6 | GPT-5.1 | 55.4 |
| 7 | Llama 3.1 8B Instruct | 54.8 |
| 8 | Qwen 3 8B | 54.1 |
Interactive version: theaggregate.ai/benchmark?slug=biotool · How It Works · Data refreshed daily, snapshot 2026-09-25.