In the next step, we train four different labelling models: the labeller of <cite>Zhang et al. (2017)</cite> that uses a rectifier neural network with two hidden layers (baseline), two bidirectional LSTM models (BILSTM(L) and BILSTM(B)), and one tree LSTM model (TREELSTM) ( §3).