Graduate biology questions aligned to the systems-level reasoning measured by GPQA and LAB-Bench. Each record pairs a question with a worked solution and a final answer.
Available Now · Sample Available
Biology QSA
Graduate biology from ecology and microbiology to applied biotechnology.
Volume
0
Volume
Scalable Volume
Coverage
Grad, PhD, Biology
54%Qwen 3.8 Flash · Pass@1
70.8%Opus 5 · Pass@1
77.5%Opus 5 · Pass@3
Targets
GPQA-Bio, BioProBench
Modality & Delivery
Text→Text
Formats
Excel (.xlsx)
What You Receive
Coverage
Ecology, plant and crop science, microbiology, veterinary and animal science, and applied biotechnology.
Package Structure
Differentiators
- Structured question, worked solution, and final answer record format.
Record Schema
| A | B | C | |
|---|---|---|---|
| 1 | answer | question | solution |
| 2 | The concise final answer associated with the question. | The question or task presented in the dataset record. | The worked solution or supporting reasoning for the question. |
Results
| Model | Metric | Result |
|---|---|---|
| Qwen 3.8 Flash | Pass@1 | |
| Opus 5 | Pass@1 | |
| Opus 5 | Pass@3 |
Methodology & Quality
Methodology
Questions are expert-authored, then split across an SME pool for complexity validation before benchmarking.
SME involvement
Domain-expert curated with up to L2 review
Stressors
Design criteria
- Keep the question, supporting solution, and final answer as distinct record components.
Build assumptions
Quality approach
Known limitations
Customization & Scalability
Custom sets available. Additional volume in progress
Get Started
Request a Sample
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