Protocols Troubleshooting
Progress Over Time
Interactive timeline showing model performance evolution on Protocols Troubleshooting
State-of-the-art frontier
Open
Proprietary
Protocols Troubleshooting Leaderboard
2 models
| Context | Cost | License | ||||
|---|---|---|---|---|---|---|
| 1 |  Anthropic | — | 1.0M | $2.00 / $10.00 | ||
| 2 | Anthropic | — | 1.0M | $0.10 / $0.50 |
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What is Protocols Troubleshooting?
Molecular biology Protocols Troubleshooting variant: detect and fix issues in laboratory protocols.
Protocols Troubleshooting is a text benchmark evaluating models on science and biology tasks. LLM Stats tracks 2 models on this benchmark, scored on a 0–1 scale. The current average is 0.6, with the leader at 0.7.
Compare leaders on the best AI for science and best AI for biology leaderboards.
Current leaders
Claude Sonnet 5.5 from Anthropic currently leads the Protocols Troubleshooting leaderboard with a score of 0.673 across 2 evaluated AI models.
FAQ
Common questions about the Protocols Troubleshooting benchmark and leaderboard.