New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom

Include papers on bias in word embeddings #14

Open

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

antoine-sachet commented Feb 10, 2020 •

edited

Loading

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.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment