Entailment models built upon cosine similarity are symmetric whereas entailment is not.
many asymmmetric measures based on the distributional inclusion hypothesis have been proposed (Kotlerman et al., 2010;Santus et al., 2014;Shwartz et al., 2017a;Roller et al., 2018).