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Bio Capabilities Index (SecureBio)

Indexes

SecureBio's Bio Capabilities Index applies the Epoch Capabilities Index's item-response method to 13 of its own biology benchmarks, for models with scores on at least 4, anchored to GPT-4 = 70 and Claude 3.5 Sonnet = 100. It inherits the per-test accuracies and their refusal handling, and SecureBio calls it a somewhat noisy measure. Its intervals show sensitivity to the fitted parameters rather than sampling error. Diagnostic, because Atlas imports its parts separately.

Benchmark source: Securebio

Top models (higher is better)

ModelScoreSource
Claude Opus 5177SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 4 Argon169SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.1 Pro Preview167SecureBio Biology Benchmark Dashboard · SecureBio
Opus 4.8164SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.7 Flash161SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.5 Pro160SecureBio Biology Benchmark Dashboard · SecureBio
Claude Opus 5.5159SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.6 Sol158SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.5157SecureBio Biology Benchmark Dashboard · SecureBio
GPT-6 Astra156SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3 Pro Preview156SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.6 Terra154SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.4153SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.8 Flash153SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.6 Flash153SecureBio Biology Benchmark Dashboard · SecureBio
GPT-6 Sol152SecureBio Biology Benchmark Dashboard · SecureBio
Kimi K3150SecureBio Biology Benchmark Dashboard · SecureBio
Kimi K3.1 Pro149SecureBio Biology Benchmark Dashboard · SecureBio
Qwen3.8 2.4T A95B149SecureBio Biology Benchmark Dashboard · SecureBio
Opus 4.6149SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.5 Flash148SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.2147SecureBio Biology Benchmark Dashboard · SecureBio
Sonnet 5145SecureBio Biology Benchmark Dashboard · SecureBio
GLM-5.2144SecureBio Biology Benchmark Dashboard · SecureBio
Opus 4.7143SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5 Pro140SecureBio Biology Benchmark Dashboard · SecureBio
Grok 4.7140SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3 Flash Preview139SecureBio Biology Benchmark Dashboard · SecureBio
Opus 4.5138SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.1136SecureBio Biology Benchmark Dashboard · SecureBio
Grok 4.6136SecureBio Biology Benchmark Dashboard · SecureBio
Beam 1.0 501B A23B136SecureBio Biology Benchmark Dashboard · SecureBio
Kimi K2.6135SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5134SecureBio Biology Benchmark Dashboard · SecureBio
GLM-5.3133SecureBio Biology Benchmark Dashboard · SecureBio
Grok 4132SecureBio Biology Benchmark Dashboard · SecureBio
o3130SecureBio Biology Benchmark Dashboard · SecureBio
Inkling128SecureBio Biology Benchmark Dashboard · SecureBio
DeepSeek-V4-Pro126SecureBio Biology Benchmark Dashboard · SecureBio
Sonnet 4.6125SecureBio Biology Benchmark Dashboard · SecureBio
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