Our new entailment system, called AdvEntuRe, demonstrates that in the moderate data regime, adversarial iterative data-augmentation via only a handful of linguistic rule templates can be surprisingly powerful.
we observe 4.7% accuracy improvement on the challenging SciTail dataset (Khot et al., 2018) and a 2.8% improvement on 10K-50K training subsets of SNLI.