As a global trend, we observe that models that incorporate rich global features are typically more accurate, even if pruning is necessary or decoding needs to be approximate Koo and Collins, 2010; Bohnet and Nivre, 2012; Martins et al., 2009<cite> Martins et al., , 2013</cite> .