metadata
license: mit
size_categories:
- 1B<n<10B
tags:
- code
- SQL
language:
- en
task_categories:
- text-generation
- code-generation
- text-to-sql
DAComp: Benchmarking Data Agents across the Full Data Intelligence Lifecycle
This repository contains the DAComp benchmark dataset, presented in the paper DAComp: Benchmarking Data Agents across the Full Data Intelligence Lifecycle. DAComp offers a comprehensive benchmark of 210 tasks that simulate real-world enterprise data intelligence workflows, covering both data engineering (designing and building SQL pipelines) and data analysis (exploratory coding, interpretation, and actionable recommendations).
Project page: https://da-comp.github.io/ Code: https://github.com/anonymous/DAComp
✍️ Citation
If you find our work helpful, please cite as
@misc{lei2025dacompbenchmarkingdataagents,
title={DAComp: Benchmarking Data Agents across the Full Data Intelligence Lifecycle},
author={Fangyu Lei and Jinxiang Meng and Yiming Huang and Junjie Zhao and Yitong Zhang and Jianwen Luo and Xin Zou and Ruiyi Yang and Wenbo Shi and Yan Gao and Shizhu He and Zuo Wang and Qian Liu and Yang Wang and Ke Wang and Jun Zhao and Kang Liu},
year={2025},
eprint={2512.04324},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2512.04324},
}