Following Cai and Zhao (2016) and<cite> Zhang et al. (2016b)</cite> , we adopt a globally optimised beam-search framework for neural structured prediction (Andor et al., 2016; Zhou et al., 2015; Wiseman and Rush, 2016) , which allows word information to be modelled explicitly.