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Double-Hard Debias: Tailoring Word Embeddings for Gender Bias Mitigation

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References

2017Semantics derived automatically from language corpora contain human-like biases2,845 cited
1969Category norms of verbal items in 56 categories A replication and extension of the Connecticut category norms.2,570 cited
2016Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings1,615 cited
2019Measuring Bias in Contextualized Word Representations348 cited
2019Gender Bias in Contextualized Word Embeddings334 cited
2019Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove Them242 cited
2019Evaluating the Underlying Gender Bias in Contextualized Word Embeddings190 cited
2019Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove Them144 cited
2019Gender-preserving Debiasing for Pre-trained Word Embeddings113 cited
2019Understanding Undesirable Word Embedding Associations110 cited

Cited by

2022Word Embeddings via Causal Inference: Gender Bias Reducing and Semantic Information Preserving29 cited
2020Monolingual and Multilingual Reduction of Gender Bias in Contextualized Representations29 cited
2021WordBias: An Interactive Visual Tool for Discovering Intersectional Biases Encoded in Word Embeddings23 cited
2021

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Dynamically Disentangling Social Bias from Task-Oriented Representations with Adversarial Attack

19 cited

2022Balancing Gender Bias in Job Advertisements With Text-Level Bias Mitigation16 cited