@inproceedings{zhang-etal-2026-agents, title = "Do Agents Help? Agentic Document Information Extraction with Enterprise Database Grounding", author = "Zhang, Zhijie and Shao, Hongxin and Geiger, Mattis Lennart and Bai, Tao and Dahlmeier, Daniel", editor = "Atanasova, Pepa and Haffari, Gholamreza and Wang, Minghan", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing: Industry Track", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-industry.200/", pages = "3357--3375", ISBN = "979-8-89176-460-6" }