no code implementations • 3 Aug 2021 • Amit Gajbhiye, Noura Al Moubayed, Steven Bradley
We introduce a new model for NLI called External Knowledge Enhanced BERT (ExBERT), to enrich the contextual representation with real-world commonsense knowledge from external knowledge sources and enhance BERT's language understanding and reasoning capabilities.
no code implementations • 22 Oct 2020 • Amit Gajbhiye, Thomas Winterbottom, Noura Al Moubayed, Steven Bradley
BiCAM incorporates real-world commonsense knowledge into NLI models.
no code implementations • 22 Oct 2018 • Amit Gajbhiye, Sardar Jaf, Noura Al Moubayed, A. Stephen McGough, Steven Bradley
In this paper, we propose a novel RNN model for NLI and empirically evaluate the effect of applying dropout at different layers in the model.