DSGym/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}, 
}