Phase II: As core sequence representation component, users can choose between a self-attention encoding (<cite>Tan et al., 2018</cite>) , a regular Bi-LSTM (Hochreiter and Schmidhuber, 1997) or a highway Bi-LSTM (Zhang et al., 2016; He et al., 2017) .