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Home/Research Paper Library/Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings

Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings

The paper that documented stereotype encoding in embeddings and started the debiasing literature for language representations.

word embeddingsbiasnlp

Research question

Do word embeddings encode gender stereotypes, and can they be removed?

Key findings

Word2vec analogies reproduce occupational stereotypes - Proposes hard and soft debiasing of the gender subspace

Sources

arxiv.orghttps://arxiv.org/abs/1607.06520

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