18 citations · 37 across the 5 of their papers we have counts for
4 papers · 1 filter
ExBERT: An External Knowledge Enhanced BERT for Natural Language Inference
Amit Gajbhiye, Noura Al Moubayed, Steven Bradley
Neural language representation models such as BERT, pre-trained on large-scale unstructured corpora lack explicit grounding to real-world commonsense knowledge and are often unable…
Knowledge Distillation for Quality Estimation
Amit Gajbhiye, Marina Fomicheva, Fernando Alva-Manchego +4
Quality Estimation (QE) is the task of automatically predicting Machine Translation quality in the absence of reference translations, making it applicable in real-time settings, su…
Bilinear Fusion of Commonsense Knowledge with Attention-Based NLI Models
Amit Gajbhiye, Thomas Winterbottom, Noura Al Moubayed +1
We consider the task of incorporating real-world commonsense knowledge into deep Natural Language Inference (NLI) models. Existing external knowledge incorporation methods are limi…
An Exploration of Dropout with RNNs for Natural Language Inference
Amit Gajbhiye, Sardar Jaf, Noura Al Moubayed +2
Dropout is a crucial regularization technique for the Recurrent Neural Network (RNN) models of Natural Language Inference (NLI). However, dropout has not been evaluated for the eff…