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ABC-Bench screening evasion (SecureBio)

Science

The screening-evasion task of SecureBio's Agentic Biosecurity Capabilities Benchmark: design fragments that evade sequence-similarity screening yet reassemble into the target gene, using Python and bash, scored by algorithmic checks over 10 runs. SecureBio doesn't state how refusals enter accuracy. Gemini 3 Pro prints 55.1% with 80.0% 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
Gemini 3.1 Pro Preview77.8SecureBio Biology Benchmark Dashboard · SecureBio
Qwen3.5 397B A17B56.7SecureBio Biology Benchmark Dashboard · SecureBio
Beam 1.0 501B A23B56.0SecureBio Biology Benchmark Dashboard · SecureBio
Inkling55.9SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3 Pro Preview55.1SecureBio Biology Benchmark Dashboard · SecureBio
Nemotron 3 Super 120B A12B47.0SecureBio Biology Benchmark Dashboard · SecureBio
Kimi K2.543.5SecureBio Biology Benchmark Dashboard · SecureBio
Sonnet 439.2SecureBio Biology Benchmark Dashboard · SecureBio
Nemotron 3 Nano 30B A3B22.4SecureBio Biology Benchmark Dashboard · SecureBio
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