Donald Zhang

Learning Bias-reduced Word Embeddings Using Dictionary Definitions

Pre-trained word embeddings, such as GloVe, have shown undesirable gender, racial, and religious biases. To address this problem, we propose DD-GloVe, a train-time debiasing algorithm to learn word embeddings by leveraging  ̲dictionary  ̲definitions. We introduce dictionary-guided loss functions tha…