Generative Methods

Discriminative methods have shown significant improvements over traditional generative meth- ods in many machine learning applications, but there has been difficulty in extending them to natural language parsing. One problem …...

AbstractEntities lie in the heart of biomedical natural language understanding, and the biomedical entity linking (EL) task remains challenging due to the fine-grained and diversiform concept names. Generative methods achieve …...

AbstractAspect-based sentiment analysis (ABSA) has received increasing attention recently. ABSA can be divided into multiple tasks according to the different extracted elements. Existing generative methods usually treat the output as …...