Performance Analysis of Dynamic Entity Representation and Dual-Perspective Query Mechanisms for Document-Level Relation Extraction.
Document-level relation extraction must identify relations when entity mentions and supporting evidence are distributed across multiple sentences. Existing methods often use entity representations that remain fixed after encoding and provide limited support for progressively retrieving and combining dispersed evidence....