Corpus ID: 1704893

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

@article{Bolukbasi2016ManIT,
  title={Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings},
  author={Tolga Bolukbasi and Kai-Wei Chang and James Y. Zou and Venkatesh Saligrama and A. Kalai},
  journal={ArXiv},
  year={2016},
  volume={abs/1607.06520}
}
  • Tolga Bolukbasi, Kai-Wei Chang, +2 authors A. Kalai
  • Published 2016
  • Computer Science, Mathematics
  • ArXiv
  • The blind application of machine learning runs the risk of amplifying biases present in data. [...] Key Method Geometrically, gender bias is first shown to be captured by a direction in the word embedding. Second, gender neutral words are shown to be linearly separable from gender definition words in the word embedding.Expand Abstract
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    References

    SHOWING 1-10 OF 54 REFERENCES
    Glove: Global Vectors for Word Representation
    • 15,494
    • PDF
    Linguistic Regularities in Continuous Space Word Representations
    • 2,568
    • PDF
    Linguistic Regularities in Sparse and Explicit Word Representations
    • 532
    • PDF
    Distributed Representations of Words and Phrases and their Compositionality
    • 19,642
    • PDF
    Deep Recursive Neural Networks for Compositionality in Language
    • 225
    • PDF
    Improving Document Ranking with Dual Word Embeddings
    • 120
    • PDF
    Automated Experiments on Ad Privacy Settings
    • 309
    • PDF
    Certifying and Removing Disparate Impact
    • 678
    • PDF
    Semi-supervised Question Retrieval with Gated Convolutions
    • 66
    • PDF
    It's a Man's Wikipedia? Assessing Gender Inequality in an Online Encyclopedia
    • 114
    • PDF