2 citations · 5 across the 8 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…
Towards Equal Gender Representation in the Annotations of Toxic Language Detection
Elizabeth Excell, Noura Al Moubayed
Classifiers tend to propagate biases present in the data on which they are trained. Hence, it is important to understand how the demographic identities of the annotators of comment…
Attack-agnostic Adversarial Detection on Medical Data Using Explainable Machine Learning
Matthew Watson, Noura Al Moubayed
Explainable machine learning has become increasingly prevalent, especially in healthcare where explainable models are vital for ethical and trusted automated decision making. Work…
Agree to Disagree: When Deep Learning Models With Identical Architectures Produce Distinct Explanations
Matthew Watson, Bashar Awwad Shiekh Hasan, Noura Al Moubayed
Deep Learning of neural networks has progressively become more prominent in healthcare with models reaching, or even surpassing, expert accuracy levels. However, these success stor…