a document. Previously proposed graph-based or transformer-based models utilize the
entities independently, regardless of global information among relational triples. This paper
approaches the problem by predicting an entity-level relation matrix to capture local and
global information, parallel to the semantic segmentation task in computer vision. Herein, we
propose a Document U-shaped Network for document-level relation extraction. Specifically …