Kunli Zhang, Pengcheng Wu, Bohan Yu, Yunlong Li, Dezhi Kong,Hongying Zan1, Min Peng, and Yu Song*.Logical Rule-Constrained Large Language Models for Document-Level Relation Extraction.The 14th CCF International Conference on Natural Language Processing and Chinese Computing(NLPCC2025,CCF C)PP132-145.