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BioLP-Bench

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Progress Over Time

Interactive timeline showing model performance evolution on BioLP-Bench

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BioLP-Bench Leaderboard

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About this benchmark

What is BioLP-Bench?

BioLP-Bench is a model-graded evaluation measuring ability to find and correct mistakes in common biological laboratory protocols. It evaluates dual-use biological knowledge relevant to bioweapons development.

BioLP-Bench is a text benchmark evaluating models on safety, healthcare, and biology tasks. LLM Stats tracks 1 models on this benchmark, scored on a 0–1 scale. The current average is 0.4, with the leader at 0.4.

Compare leaders on the best AI for safety, best AI for healthcare and best AI for biology leaderboards.

Current leaders

Grok-4.1 Thinking from xAI currently leads the BioLP-Bench leaderboard with a score of 0.370 across 1 evaluated AI models.

FAQ

Common questions about the BioLP-Bench benchmark and leaderboard.

What is the BioLP-Bench benchmark?

BioLP-Bench is a model-graded evaluation measuring ability to find and correct mistakes in common biological laboratory protocols. It evaluates dual-use biological knowledge relevant to bioweapons development.

What is the BioLP-Bench leaderboard?

The BioLP-Bench leaderboard ranks 1 AI models based on their performance on this benchmark. Currently, Grok-4.1 Thinking by xAI leads with a score of 0.370. The average score across all models is 0.370.

What is the highest BioLP-Bench score?

The highest BioLP-Bench score is 0.370, achieved by Grok-4.1 Thinking from xAI.

How many models are evaluated on BioLP-Bench?

1 models have been evaluated on the BioLP-Bench benchmark, with 0 verified results and 1 self-reported results.

Where can I find the BioLP-Bench paper?

The BioLP-Bench paper is available at https://www.biorxiv.org/content/10.1101/2024.08.15.608123v1. The paper details the methodology, dataset construction, and evaluation criteria.

What categories does BioLP-Bench cover?

BioLP-Bench is categorized under safety, healthcare, and biology. The benchmark evaluates text models.

How recent are the BioLP-Bench leaderboard results?

The BioLP-Bench leaderboard was last updated in August 2026 and currently includes 1 evaluated models.
BioLP-Bench Leaderboard