AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

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.

Evaluation context and evidence

Source
LLM Stats
Publisher
Not recorded
Benchmark release
Not recorded
Collected
2026-08-17
Modality
text

These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.

Original sources

Reported results 1

Shown in source observation order, not ranked. Dates retain the precision provided by the source.

ModelValueUnitProtocolReported date and basisSource
Grok-4.1 Thinking0.37Not recordedNot recorded2025-11-17 · model_announcementLLM Stats