They usually employ a bidirectional LSTM (Hochreiter and Schmidhuber, 1997) with CRF as the output layer, and a CNN (Ma and Hovy, 2016) or LSTM (Lample et al., 2016;<cite> Rei et al., 2016)</cite> composes the character embeddings.