ReproBAIT
Can the model reason accurately about difficult scientific material?
Top rankings
One row per model, using its best reported score across effort settings.
| Rank | Model | Best score | Best reported setting |
|---|---|---|---|
| 1 | GPT-6 AstraOpenAI | 83% | Reported configurationOpenAI report1 value · 1 reportSep 3, 2026 · source |
Effort curve
Every sourced cost-linked effort value for this exact version. Lines connect complete sweeps only.
Definition and comparison boundaryinternal methodology
Can the model reason accurately about difficult scientific material?
Scientific knowledge and reasoning under the benchmark's published question set. Higher is better. Fraction of published performance reached on SecureBio's six-task agentic biology evaluation.
This is a publisher-defined internal evaluation. The task set or grading details are not fully public, so treat it as directional evidence.
OpenAI reports 83% for SecureBio's helpful-only Astra checkpoint versus 69% for GPT-5.6 Sol across the same six tasks; no raw task material is retained.
Method / source