@inproceedings{liu-etal-2026-prouie, title = "{P}ro{UIE}: A Macro-to-Micro Progressive Learning Method for {LLM}-based Universal Information Extraction", author = "Liu, Wenda and Zhigang, Song and Nie, Shuai and Liu, Guangyao and Chen, Lisung and Yang, Binyu and Chen, Yaran and Zhou, Peng and Wang, Hongzhen and Liu, Yuchen and Hu, Wenyue and Xu, Jiaming and Shi, Runyu and Huang, Ying", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.1093/", pages = "21737--21750", ISBN = "979-8-89176-395-1" }