ABSTRACT: Improving performance of natural language processing part-of-speech tagging on clinical narratives through domain adaptation
Abstract:
Objective Natural language processing NLP tasks are commonly decomposed into subtasks, chained together to form processing pipelines. The residual error produced in these subtasks propagates, adversely affecting the end objectives. Limited availability of annotated clinical data remains a barrier to reaching state-of-the-art operating characteristics using statistically based NLP tools in