2025
Temporal Relation Extraction in Clinical Texts: A Span-based Graph Transformer Approach
ACL 2025long
Temporal information extraction from unstructured text is essential for contextualizing events and deriving actionable insights, particularly in the medical domain. We address the task of extracting clinical events and their temporal relations using the well-studied I2B2 2012 Temporal Relations Chal…