Before revision:  Building a binary classifierthat predicts an entailment relation between anarticle and its headline, we filter out untruth-ful instances from the supervision data.
After revision:  Building a binary classifier that predicts an entailment relation between anarticle and its headline, we filter out untruth-ful instances from the supervision data.