Skip to content

sathvikn/word_embedding_bias

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

8 Commits
 
 
 
 
 
 

Repository files navigation

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