@article{prouieamacrotomicroprogressivelearningme, title = {ProUIE: A Macro-to-Micro Progressive Learning Method for LLM-based Universal Information Extraction}, author = {Wenda Liu and Zhigang Song and Shuai Nie and Guangyao Liu and Lisung Chen and Binyu Yang and Yaran Chen and Peng Zhou and Hongzhen Wang and Yuchen Liu and Wenyue Hu and Jiaming Xu and Runyu Shi and Ying Huang}, year = {2026}, eprint = {2604.10633}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.10633}, }