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)
| Model | Score | Source |
|---|---|---|
| Gemini 3.1 Pro Preview | 77.8 | SecureBio Biology Benchmark Dashboard · SecureBio |
| Qwen3.5 397B A17B | 56.7 | SecureBio Biology Benchmark Dashboard · SecureBio |
| Beam 1.0 501B A23B | 56.0 | SecureBio Biology Benchmark Dashboard · SecureBio |
| Inkling | 55.9 | SecureBio Biology Benchmark Dashboard · SecureBio |
| Gemini 3 Pro Preview | 55.1 | SecureBio Biology Benchmark Dashboard · SecureBio |
| Nemotron 3 Super 120B A12B | 47.0 | SecureBio Biology Benchmark Dashboard · SecureBio |
| Kimi K2.5 | 43.5 | SecureBio Biology Benchmark Dashboard · SecureBio |
| Sonnet 4 | 39.2 | SecureBio Biology Benchmark Dashboard · SecureBio |
| Nemotron 3 Nano 30B A3B | 22.4 | SecureBio Biology Benchmark Dashboard · SecureBio |