@inproceedings{xu-etal-2026-md, title = "{MD}-{RE}: A Multi-Discrimination Framework for Document-Level Relation Extraction with Adaptive Threshold Shifted Loss", author = "Xu, Huangming and Zhang, Fu and Zhang, Lu and Yang, Zhixuan and Cheng, Jingwei", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.1842/", pages = "39333--39345", ISBN = "979-8-89176-462-0" }