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Bridging Knowledge Gaps in Neural Entailment via Symbolic Models

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Figure

Figure 2:Neural-symbolic learning in NSnet. The bottom layer has QA and their supporting text inSciTail, and the knowledge base (KB)
Table 1:Entailment accuracies on the SciTaildataset.NSnet substantially improves upon itsbase model and marginally outperforms DGEM.
Table 3: Few randomly selected examples in the test set between symbolic only, neural only, Ensembleand NSnet inference

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