Benchmark
ProtocolQA Benchmark
What is ProtocolQA?
ProtocolQA is a multiple-choice benchmark on troubleshooting failed experimental outcomes from common biological laboratory protocols. It evaluates dual-use…
- Modality
- text
- Evaluates
- safety, healthcare
- Openness
- unknown
- Importer
- LLM Stats
- Reported scores
- 1
Source provenance
- Original evidence https://api.zeroeval.com/leaderboard/benchmarks/protocolqa?top_n=500
ProtocolQA results and reported scores
LLM Stats
| Model | Organization | Reported value | Reported | Evidence |
|---|---|---|---|---|
| Grok-4.1 Thinking | xAI | 0.79 | 2025-11-17 | evidence |
Scores are partitioned by the source that reported them and are never merged into a single cross-source ranking, because the sources measure different things and say so.