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PubMedQA (SecureBio)

Health & Medicine

SecureBio's own runs of PubMedQA on all 1,000 expert-labelled PQA-L questions, which isn't the 500-question test split of pubmedqa. Evaluated in Inspect with zero-shot prompting, usually over 10 runs. SecureBio doesn't state how refusals enter accuracy. Refusals reach only 0.2% here, and on other tests of the dashboard printed accuracy exceeds what counting refusals as wrong allows, so accuracy appears to cover answered questions only and each model's denominator differs. These scores aren't comparable with other runs of the test, which is why this is a diagnostic.

Benchmark source: Securebio

Top models (higher is better)

ModelScoreSource
Gemini 4 Argon82.4SecureBio Biology Benchmark Dashboard · SecureBio
Kimi K3.1 Pro81.2SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.580.5SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.6 Terra80.4SecureBio Biology Benchmark Dashboard · SecureBio
Opus 4.779.9SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.5 Flash79.9SecureBio Biology Benchmark Dashboard · SecureBio
Inkling79.8SecureBio Biology Benchmark Dashboard · SecureBio
Llama 4 Maverick Instruct FP879.1SecureBio Biology Benchmark Dashboard · SecureBio
Llama 3.3 70B Instruct78.7SecureBio Biology Benchmark Dashboard · SecureBio
o3-mini78.7SecureBio Biology Benchmark Dashboard · SecureBio
Sonnet 477.9SecureBio Biology Benchmark Dashboard · SecureBio
Claude 3.5 Sonnet (Oct 2024)77.8SecureBio Biology Benchmark Dashboard · SecureBio
Grok 276.8SecureBio Biology Benchmark Dashboard · SecureBio
Claude 276.3SecureBio Biology Benchmark Dashboard · SecureBio
Opus 376.3SecureBio Biology Benchmark Dashboard · SecureBio
Opus 4.875.9SecureBio Biology Benchmark Dashboard · SecureBio
Mistral Large 2 (Instruct 2407)75.8SecureBio Biology Benchmark Dashboard · SecureBio
DeepSeek-V372.4SecureBio Biology Benchmark Dashboard · SecureBio
Sonnet 4.671.3SecureBio Biology Benchmark Dashboard · SecureBio
Mistral Small 3 24B Instruct 250171.1SecureBio Biology Benchmark Dashboard · SecureBio
Opus 4.668.3SecureBio Biology Benchmark Dashboard · SecureBio
Mixtral 8x7B Instruct63.4SecureBio Biology Benchmark Dashboard · SecureBio
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