---
task_categories:
- question-answering
language:
- en
tags:
- biology
- bioinformatics
- data-analysis
- data-science
- agent
license: mit
pretty_name: DSBio
---
## DSBio: Scientific Analysis Tasks

DSBio is a suite of **90 expert-derived bioinformatics tasks** constructed from
peer-reviewed academic publications and public scientific datasets.

These tasks are designed to evaluate whether agents can perform
domain-grounded scientific analysis, including:

- Interpreting high-dimensional biological data (e.g., single-cell and spatial omics)
- Understanding domain-specific terminology and conventions
- Executing multi-step analytical workflows with specialized libraries

## Attribution

If you use DSBio in academic work, please cite our paper:
```
@misc{nie2026dsgymholisticframeworkevaluating,
      title={DSGym: A Holistic Framework for Evaluating and Training Data Science Agents}, 
      author={Fan Nie and Junlin Wang and Harper Hua and Federico Bianchi and Yongchan Kwon and Zhenting Qi and Owen Queen and Shang Zhu and James Zou},
      year={2026},
      eprint={2601.16344},
      archivePrefix={arXiv},
      primaryClass={cs.AI},
      url={https://arxiv.org/abs/2601.16344}, 
}
```