We use the IOBES tagging scheme, as previous study have shown that this scheme provides a modest improvement to the model performance (Ratinov and Roth, 2009; Chiu and Nichols, 2016; Lample et al., 2016;<cite> Ma and Hovy, 2016)</cite> .