Recently, the creation of large-scale datasets (Bowman et al., 2015;wil;Khot et al., 2018) spurred the development of many neural models (Parikh et al., 2016;Nie and Bansal, 2017;Conneau et al., 2017;Balazs et al., 2017;Chen et al., 2017a;Radford et al., 2018;Devlin et al., 2018).
state-of-the-art models for NLI treat the task like a matching problem, which appears to work in many cases, but breaks down in others.