We experimented with four datasets widely used in literature: BLESS (Baroni and Lenci, 2011) , EVALution (Santus et al., 2015) , Lenci/Benotto (Benotto, 2015) , and Weeds (Weeds et al., 2014) taken from the repository provided by <cite>(Shwartz et al., 2017)</cite> .