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Include papers on bias in word embeddings #14

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antoine-sachet opened this issue Feb 10, 2020 · 1 comment

antoine-sachet commented Feb 10, 2020 •

edited

Word embeddings contain bias. Ethics in general is an active area of research and is worth mentioning.

One of the seminal papers:

Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings
(Bolukbasi et al., NIPS 2016) (pdf)

Other interesting papers on the subject:

Text Embedding Models Contain Bias. Here's Why That Matters. (Packer et al., Google 2018)
Measuring and Mitigating Unintended Bias in Text Classification (Dixon et al., AIES 2018)

Owner

omarsar commented Mar 25, 2020

@antoine-sachet Thanks. I will work on maintaining this very soon.

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