In addition to reporting a number of prior results of competitive baseline models, as listed in Table 2 , we also re-implement the Bi-LSTM-CNN-CRF model by <cite>Ma and Hovy (2016)</cite> (referred to as Neural-CRF in Table 2 ) and report its average performance.