These results show that using all the words in the units (Ji and Eisenstein, 2014;Li et al., 2014), is not as useful as using more contextual information, that is taking more DUs into account (left and right children of the CDUs in the stack).
the slight drop for Relation shows that we probably miss some lexical information, or that we need to choose a more effective combination scheme than concatenation.