5 Since we cannot generate a valid paraphrase for every template, we postprocess to remove nonsensical outputs.
we filter generated paraphrases using n-gram overlap and paraphrastic similarity, the latter of which is computed using the pretrained WORD,TRIAVG sentence embedding model from Wieting and Gimpel (2017).