An Adaptive Multi-Threshold Loss and a General Framework for Collaborating Losses in Document-Level Relation Extraction. - Huangming Xu; Fu Zhang; Jingwei Cheng (ACL (Findings), 2025)

Rethinking the Role of LLMs for Document-level Relation Extraction: a Refiner with Task Distribution and Probability Fusion. - Fu Zhang 001; Xinlong Jin; Jingwei Cheng; Hongsen Yu; Huangming Xu (NAACL (Long Papers), 2025)

Entity Pair-guided Relation Summarization and Retrieval in LLMs for Document-level Relation Extraction. - Fu Zhang 001; Hongsen Yu; Jingwei Cheng; Huangming Xu (NAACL (Findings), 2025)

Mention Distance-aware Interactive Attention with Multi-step Reasoning for document-level relation extraction. - Fu Zhang 001; Jiapeng Wang; Huangming Xu; Honglin Wu; Jingwei Cheng; Weijun Li (Eng. Appl. Artif. Intell., 2025)