Similar to character sequences in words, we can model word sequence information through LSTM or CNN structures. LSTM has been widely used in sequence labeling (<cite>Lample et al., 2016</cite>; Ma and Hovy, 2016; Chiu and Nichols, 2016; Liu et al., 2018) .