There are several attempts to incorporate neural representations into a conditional random field (CRF) (Ma and Hovy, 2016;Lample et al., 2016;Peters et al., 2017), all of which use bidirectional LSTM as encoders for sequence labeling tasks.
we apply simple n-gram embeddings, which can be easily obtained using a raw corpus.