Compared to syntax-agnostic models, our model overwhelmingly outperforms (with an improvement of 0.9% F 1 ) the previous work (He et al., 2018).
we use the automatically predicted parse with moderate performance provided by CoNLL-2009 shared task, with the LAS score about 86%.