The order induced by the syntactic distances fully specifies the order in which the sentence needs to be recursively split into smaller constituents (Figure 1): in case of a binary tree, there exists a oneto-one correspondence between the ordering and the tree.
our model is trained to reproduce the ordering between split points induced by the ground-truth distances by means of a margin rank loss (Weston et al., 2011).