Of particular interest to this paper is the work by <cite>Ma and Hovy (2016)</cite> introduce a strong end-to-end model combining a bi-directional Long Short-Term Memory (Bi-LSTM) network with Convolutional Neural Network (CNN) character encoding in a Conditional Random Field (CRF).