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HPCT (SecureBio)

Science

SecureBio's Human Pathogen Capabilities Test, 100 text-only multiple-response questions on practical work with high-concern human pathogens. This measures accuracy, unlike hpct-refusal-cais, which measures refusals. Evaluated in Inspect with zero-shot prompting, usually over 10 runs. SecureBio doesn't state how refusals enter accuracy. Claude Opus 4.6 prints 80.7% with 81.9% 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
Opus 4.680.7SecureBio Biology Benchmark Dashboard · SecureBio
Kimi K2.679.0SecureBio Biology Benchmark Dashboard · SecureBio
Claude Opus 578.6SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.6 Sol76.3SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 4 Argon74.2SecureBio Biology Benchmark Dashboard · SecureBio
GPT-6 Astra69.0SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.6 Terra68.2SecureBio Biology Benchmark Dashboard · SecureBio
Opus 4.567.9SecureBio Biology Benchmark Dashboard · SecureBio
GPT-6 Sol67.8SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.566.8SecureBio Biology Benchmark Dashboard · SecureBio
Sonnet 566.5SecureBio Biology Benchmark Dashboard · SecureBio
GLM-5.265.3SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.7 Flash64.7SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.6 Flash64.0SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.1 Pro Preview63.9SecureBio Biology Benchmark Dashboard · SecureBio
Kimi K3.1 Pro63.5SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.5 Pro63.2SecureBio Biology Benchmark Dashboard · SecureBio
Opus 4.863.1SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.162.9SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.5 Flash62.7SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.8 Flash62.4SecureBio Biology Benchmark Dashboard · SecureBio
Grok 4.661.6SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3 Pro Preview61.1SecureBio Biology Benchmark Dashboard · SecureBio
Beam 1.0 501B A23B60.7SecureBio Biology Benchmark Dashboard · SecureBio
Opus 4.160.1SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.260.1SecureBio Biology Benchmark Dashboard · SecureBio
GPT-559.2SecureBio Biology Benchmark Dashboard · SecureBio
Kimi K358.5SecureBio Biology Benchmark Dashboard · SecureBio
o358.3SecureBio Biology Benchmark Dashboard · SecureBio
Qwen3.8 2.4T A95B57.8SecureBio Biology Benchmark Dashboard · SecureBio
Qwen3.7-Max (source unspecified)56.8SecureBio Biology Benchmark Dashboard · SecureBio
Sonnet 4.556.0SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5 Pro55.9SecureBio Biology Benchmark Dashboard · SecureBio
GLM-5.355.7SecureBio Biology Benchmark Dashboard · SecureBio
o4-mini54.5SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5 Mini54.2SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3 Flash Preview53.9SecureBio Biology Benchmark Dashboard · SecureBio
Grok 4.753.7SecureBio Biology Benchmark Dashboard · SecureBio
Gemma 4 31B IT53.6SecureBio Biology Benchmark Dashboard · SecureBio
GLM-553.4SecureBio Biology Benchmark Dashboard · SecureBio
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