Improving performance of natural language processing part-of-speech tagging on clinical narratives through domain adaptation

Abstract

ClinAdapt successfully boosts POS tagging performance through domain adaptation requiring a modest amount of annotated clinical data. Improving the performance of critical NLP subtasks is expected to reduce pipeline error propagation leading to better overall results on complex processing tasks.