PhD-level biology questions for model evaluation and instruction tuning.
Available Now · Sample Available
Biology QSA
Research-grade biology across immunology, gene therapy, and structural biology.
Volume
0
Volume
Scalable Volume
Coverage
Grad, PhD, Biology
0.0
%
Qwen 3.8 Flash
Targets
GPQA-Bio, BioProBench
Modality & Delivery
Text→Text
Formats
Excel (.xlsx)
What You Receive
Coverage
Content covers molecular and cellular biology, immunology, gene and cell therapy, structural biology, and translational research.
Package Structure
Differentiators
Record Schema
| Field | Description |
|---|---|
answer | The concise final answer associated with the question. |
question | The question or task presented in the dataset record. |
solution | 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
Build assumptions
Quality approach
Known limitations
Customization & Scalability
Custom sets available. Additional volume in progress