Update README.md

README.md

@@ -6,9 +6,35 @@ language:
 tags:
 - biology
 - bioinformatics
-- data analysis
-- data science
+- 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}, 
+}
+```