Jupyter notebooks that explore bias in the GloVe word embedding dataset
Reading List: Papers marked with a * here are not linked in the notebooks.
Debiasing Word Embeddings- https://papers.nips.cc/paper/6228-man-is-to-computer-programmer-as-woman-is-to-homemaker-debiasing-word-embeddings.pdf
Evaluating Analogies- http://www.aclweb.org/anthology/W14-1618
GloVe Dataset: https://nlp.stanford.edu/projects/glove/
Word2Vec Paper- https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf
Removing bias by looking at training set* - https://arxiv.org/pdf/1810.03611.pdf
Using embeddings to look at historical stereotypes*- https://www.pnas.org/content/pnas/115/16/E3635.full.pdf