A majority of researches regard discourse parsing as a classification task and mainly focus on exploiting various linguistic features and classifiers when using PDTB (Wellner et al., 2006;Pitler et al., 2009;Wang et al., 2010).
the predicatearguments annotation scheme itself has such a limitation that one can only obtain the local discourse relations without knowing the rich context.