@inproceedings{luo-etal-2025-assistedds, title = "{A}ssisted{DS}: Benchmarking How External Domain Knowledge Assists {LLM}s in Automated Data Science", author = "Luo, An and Xian, Xun and Du, Jin and Tian, Fangqiao and Wang, Ganghua and Zhong, Ming and Zhao, Shengchun and Bi, Xuan and Liu, Zirui and Zhou, Jiawei and Srinivasa, Jayanth and Kundu, Ashish and Fleming, Charles and Hong, Mingyi and Ding, Jie", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2025", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2025.findings-emnlp.979/", pages = "18017--18060", ISBN = "979-8-89176-335-7" }