Second, <cite>Miwa and Bansal (2016)</cite> did not explicitly learn the representation of segments when predicting entity boundaries or making relation classification decisions, which can be intuitively highly useful, and has been investigated in several studies (Wang and Chang, 2016; . We take the LSTM-Minus method of Wang and Chang (2016) , modelling a segment as the difference between its last and first LSTM hidden vectors.