Attending to Characters in Neural Sequence Labeling Models

Marek Rei, Gamal K. O. Crichton, Sampo Pyysalo

Sequence labeling architectures use word embeddings for capturing similarity, but suffer when handling previously unseen or rare words. We investigate character-level extensions to…