In addition, NCRF++ integrates several state-of-the-art automatic feature extractors, such as CNN and LSTM for character sequences, leading easy reproduction of many recent work (Lample et al., 2016; Chiu and Nichols, 2016;<cite> Ma and Hovy, 2016)</cite> .