safety benchmark
BioLP-Bench Leaderboard
BioLP-Bench is a model-graded benchmark for evaluating the ability to find and correct mistakes in common biological laboratory protocols.
Updated Sep 5, 2026
Models1
Model coverage1
MetricScore
EvidenceB
BioLP-Bench Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelXA | Score37.00% | Percentile100.00% | Participants1 | EvidenceC | Evaluated |
BioLP-Bench Highlights
The leading models and scores on this benchmark.
The Top AI Models for BioLP-Bench
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
Ranking basisThis biolp-bench AI model leaderboard uses descending score in the benchmark original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.
- 01XAxAI
- Score
- 37.00%
- Speed
- Up to 80.00 tok/s via xAI
Strengths
- Ranks #1 of 1 compared models
- 100th percentile on this benchmark
- C evidence result
Considerations
- This result measures BioLP-Bench, not total model capability
Selection summary
Best AI Models for BioLP-Bench
Grok-4.1 Thinking currently leads BioLP-Bench with 37.00%. It is the top model on this specific benchmark, while the best LLM for the broader task should also be checked against other benchmarks, price, and runtime.
Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.
What is BioLP-Bench?
What BioLP-Bench measures and how its scores work.
BioLP-Bench is a safety benchmark focused on biological laboratory protocols and dual-use biological knowledge relevant to bioweapons development.
It measures the ability to find and correct mistakes in common biological laboratory protocols, reported as a Score ratio.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- BioLP-Bench
- Modality
- text
- Primary category
- safety
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- overall
LLM Stats. Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about BioLP-Bench.
Which model scores highest on BioLP-Bench?
Grok-4.1 Thinking is currently ranked first with 37.00%.
What are the top three models on BioLP-Bench?
The current leaders are Grok-4.1 Thinking (37.00%).
Which BioLP-Bench model has the lowest official input price?
No matched official input price is currently available.
Which models are fastest among BioLP-Bench results?
The fastest matched records are Grok-4.1 Thinking (80.00 tok/s via xAI).
Does the highest score result prove overall model quality?
No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.