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WMDP-Bio (SecureBio)

Science

SecureBio's own runs of WMDP-Bio. These are the same 1,273 four-option questions as wmdp-bio under a different protocol. Evaluated in Inspect with zero-shot prompting, usually over 10 runs. SecureBio doesn't state how refusals enter accuracy. Claude Opus 4.7 prints 92.5% with 75.4% 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 4.792.5SecureBio Biology Benchmark Dashboard · SecureBio
Opus 4.892.3SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 4 Argon91.5SecureBio Biology Benchmark Dashboard · SecureBio
Sonnet 4.691.4SecureBio Biology Benchmark Dashboard · SecureBio
Opus 4.690.3SecureBio Biology Benchmark Dashboard · SecureBio
Sonnet 4.589.7SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.289.7SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.6 Terra89.7SecureBio Biology Benchmark Dashboard · SecureBio
GPT-589.7SecureBio Biology Benchmark Dashboard · SecureBio
Kimi K3.1 Pro89.7SecureBio Biology Benchmark Dashboard · SecureBio
Opus 4.589.4SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.1 Pro Preview89.4SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.8 Flash89.4SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.189.2SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.5 Flash88.9SecureBio Biology Benchmark Dashboard · SecureBio
Opus 4.188.8SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3 Pro Preview88.7SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3 Flash Preview88.6SecureBio Biology Benchmark Dashboard · SecureBio
o4-mini88.2SecureBio Biology Benchmark Dashboard · SecureBio
o388.1SecureBio Biology Benchmark Dashboard · SecureBio
Opus 488.0SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 2.5 Pro87.9SecureBio Biology Benchmark Dashboard · SecureBio
Grok 487.6SecureBio Biology Benchmark Dashboard · SecureBio
o1 (2024-12-17)87.5SecureBio Biology Benchmark Dashboard · SecureBio
Inkling87.1SecureBio Biology Benchmark Dashboard · SecureBio
Sonnet 486.5SecureBio Biology Benchmark Dashboard · SecureBio
GPT-4.586.3SecureBio Biology Benchmark Dashboard · SecureBio
gpt-oss-120b86.3SecureBio Biology Benchmark Dashboard · SecureBio
Llama 4 Maverick Instruct FP886.2SecureBio Biology Benchmark Dashboard · SecureBio
o3-mini86.2SecureBio Biology Benchmark Dashboard · SecureBio
Grok 4 Fast85.9SecureBio Biology Benchmark Dashboard · SecureBio
Grok 4.1 Fast85.8SecureBio Biology Benchmark Dashboard · SecureBio
DeepSeek-R1-052885.7SecureBio Biology Benchmark Dashboard · SecureBio
GPT-4.1 Mini85.7SecureBio Biology Benchmark Dashboard · SecureBio
GPT-4o (2024-11-20)85.7SecureBio Biology Benchmark Dashboard · SecureBio
Kimi K2 Instruct85.7SecureBio Biology Benchmark Dashboard · SecureBio
GPT-4.185.6SecureBio Biology Benchmark Dashboard · SecureBio
Qwen3 235B A22B Thinking 250785.4SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5 Nano85.2SecureBio Biology Benchmark Dashboard · SecureBio
Kimi K2 Instruct 090585.2SecureBio Biology Benchmark Dashboard · SecureBio
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