(Gillick and Favre, 2009) Several authors, e.g., Woodsend and Lapata (2012) , and Li et al. (2013) , have followed<cite> Gillick and Favre (2009)</cite> in assuming that bigrams would lead to better practical performance than more syntactic or semantic concepts, even though bigrams serve as only an approximation of these.