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VCT v2 (SecureBio)

Science

SecureBio's own runs of its revised Virology Capabilities Test, 279 multiple-response questions with text and images. Evaluated in Inspect with zero-shot prompting, usually over 10 runs. SecureBio doesn't state how refusals enter accuracy. Claude Opus 5.5 prints 60.5% with 81.5% refused, more than it could score if refusals counted as wrong, 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
Claude Opus 5.560.5SecureBio Biology Benchmark Dashboard · SecureBio
GPT-6 Astra58.0SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 4 Argon57.3SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.6 Sol49.4SecureBio Biology Benchmark Dashboard · SecureBio
GPT-6 Sol49.3SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.7 Flash48.6SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.5 Flash46.5SecureBio Biology Benchmark Dashboard · SecureBio
Kimi K3.1 Pro46.2SecureBio Biology Benchmark Dashboard · SecureBio
Opus 4.845.9SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.5 Pro45.3SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.545.3SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.8 Flash45.2SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.1 Pro Preview43.6SecureBio Biology Benchmark Dashboard · SecureBio
Grok 4.742.0SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.6 Terra41.9SecureBio Biology Benchmark Dashboard · SecureBio
Kimi K341.8SecureBio Biology Benchmark Dashboard · SecureBio
Grok 4.541.2SecureBio Biology Benchmark Dashboard · SecureBio
Kimi K2.637.2SecureBio Biology Benchmark Dashboard · SecureBio
Inkling31.9SecureBio Biology Benchmark Dashboard · SecureBio
Qwen3.8 27B28.0SecureBio Biology Benchmark Dashboard · SecureBio
Haiku 4.520.0SecureBio Biology Benchmark Dashboard · SecureBio
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