The latent representations of an input sentence z x and a syntactic tree template z y are fed into SIVAE-i, and the syntax of the generated sentence conforms with the explicitly selected target template.
linearized syntactic sequences are relatively long (as shown in Table 1) and long templates are more likely to mismatch particular input sentences, which may result in nonsensical paraphrase outputs.