The model is marginally better than DGEM, a graph-based entailment model proposed by the authors of the SciTail dataset We show significant gains over our base entailment model by using an external knowledge base, which are comparable to the gains achieved by DGEM through the use of hypothesis structure.
few randomly selected examples in the test set between symbolic only, neural only, Ensemble and NSnet inference.