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Protocols Understanding (V2)

Progress Over Time

Interactive timeline showing model performance evolution on Protocols Understanding (V2)

State-of-the-art frontier
Open
Proprietary

Protocols Understanding (V2) Leaderboard

2 models
ContextCostLicense
1—1.0M$2.00 / $10.00
2
Anthropic
Anthropic
—1.0M$0.10 / $0.50
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About this benchmark

What is Protocols Understanding (V2)?

Protocols Understanding (V2) (Benchling): given a real laboratory protocol, answer a practical question about applying or adapting it.

Protocols Understanding (V2) 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 0.7, 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 Understanding (V2) leaderboard with a score of 0.666 across 2 evaluated AI models.

1Claude Sonnet 5.5Anthropic66.6%
2Claude Haiku 5.5Anthropic64.1%

FAQ

Common questions about the Protocols Understanding (V2) benchmark and leaderboard.

What is the Protocols Understanding (V2) benchmark?

Protocols Understanding (V2) (Benchling): given a real laboratory protocol, answer a practical question about applying or adapting it.

What is the Protocols Understanding (V2) leaderboard?

The Protocols Understanding (V2) leaderboard ranks 2 AI models based on their performance on this benchmark. Currently, Claude Sonnet 5.5 by Anthropic leads with a score of 0.666. The average score across all models is 0.653.

What is the highest Protocols Understanding (V2) score?

The highest Protocols Understanding (V2) score is 0.666, achieved by Claude Sonnet 5.5 from Anthropic.

How many models are evaluated on Protocols Understanding (V2)?

2 models have been evaluated on the Protocols Understanding (V2) benchmark, with 0 verified results and 2 self-reported results.

What categories does Protocols Understanding (V2) cover?

Protocols Understanding (V2) is categorized under science and biology. The benchmark evaluates text models.

Which model offers the best value on Protocols Understanding (V2)?

Among models scoring within 10% of the leader, Claude Haiku 5.5 from Anthropic is the cheapest, at $0.10 per million input tokens with a score of 0.641.

How recent are the Protocols Understanding (V2) leaderboard results?

The Protocols Understanding (V2) leaderboard was last updated in October 2026 and currently includes 2 evaluated models.