Despite of the superior ability of the deep learning models, the syntactic information, which proves to be helpful for identifying discourse relations in many early studies (Subba and Di Eugenio, 2009;Lin et al., 2009), is seldom employed by recent work.
we are curious to explore whether such missing syntactic information can be leveraged in deep learning methods to further improve the semantic modeling for implicit discourse relation classification.