This overall approach is illustrated in Figure 1.
we train a basic Singlish parser with the best off-the-shelf neural dependency parsing model using biaffine attention (Dozat and Manning, 2017), and improve it with knowledge transfer by adopting neural stacking (Chen et al., 2016;Zhang and Weiss, 2016) to integrate the English syntax.