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LLM Stats
ProtocolQA
ProtocolQA is a multiple-choice benchmark on troubleshooting failed experimental outcomes from 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.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| Grok-4.1 Thinking | 0.79 | Not recorded | Not recorded | 2025-11-17 · model_announcement | LLM Stats |