We can see that, in the case of rule R 1 (reflexivity of entailment), DAM and ESIM make a relatively low number of violations -namely 0.09 and 1.00 %, respectively.
in the case of cBiLSTM, we can see that, each sentence s ∈ S in the SNLI training set, with a 23.76 % chance, s does not entail itself -which violates our background knowledge.