Identification of Semantically Similar Sentences in Clinical Notes: Iterative Intermediate Training Using Multi-Task Learning.
Diwakar MahajanAnanya PoddarJennifer J LiangYen-Ting LinJohn M PragerParthasarathy SuryanarayananPreethi RaghavanChing-Huei TsouPublished in: JMIR medical informatics (2020)
This study demonstrates that IIT-MTL is an effective way to leverage annotated data from related tasks to improve performance on a target task with a limited data set. This contribution opens new avenues of exploration for optimized data set selection to generate more robust and universal contextual representations of text in the clinical domain.