From Figure 4, we can see that our paragraph-level models (the latter three) overall outperform DU-pair baselines across all the subsets.
building Discourse Unit Representations: We aim to build discourse unit (DU) representations that sufficiently leverage cues for discourse relation prediction from paragraph-wide contexts, including the preceding and following discourse units in a paragraph.