Concepedia

Stereotype Amplification

Stereotype Amplification is a systematic bias in machine translation whereby gender, racial, or cultural stereotypes present in training data are reinforced or intensified in translated outputs, leading to the propagation of distorted social representations.

26

Publications

3.9K

Citations

75

Authors

35

Institutions

Publications per year

2017–2026

20

Parents

Publications

26

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

Tolga Bolukbasi, Kai-Wei Chang, James Zou et al. · arXiv (Cornell University) · 2016 · 1.4K citations · Full text

, , +16

Measuring Bias in Contextualized Word Representations

Keita Kurita, Nidhi Vyas, Ayush Pareek et al. · 2019 · 339 citations · Full text

, , +16

Gender bias and stereotypes in Large Language Models

Hadas Kotek, Rikker Dockum, David Sun · 2023 · 328 citations · Full text

, , +16

When “Just Say No” is not enough: Affirmation versus negation training and the reduction of automatic stereotype activation

Bertram Gawronski, Roland Deutsch, Sawsan Mbirkou et al. · Journal of Experimental Social Psychology · 2006 · 293 citations

, , +16

Easily Accessible Text-to-Image Generation Amplifies Demographic Stereotypes at Large Scale

Federico Bianchi, Pratyusha Kalluri, Esin Durmus et al. · 2023 · 263 citations

, , +16

1–5 of 26

Authors

75

  1. JZ
    James Zou

    Stanford University, United States

    4 publications · 1.7K citations

    4

    h-index

  2. AC
    Aylin Caliskan

    University of Washington, United States

    4 publications · 399 citations

    4

    h-index

  3. AW
    Alan W. Black

    Carnegie Mellon University, United States

    3 publications · 404 citations

    3

    h-index

  4. YT
    Yulia Tsvetkov

    Carnegie Mellon University, United States

    3 publications · 404 citations

    3

    h-index

  5. DN
    Debora Nozza

    Bocconi University, Italy

    3 publications · 377 citations

    3

    h-index

1–5 of 75

Institutions

35

  1. Carnegie Mellon University

    Pittsburgh, United States

    3 h-index

    13 publications

    1.9K citations

  2. Microsoft Research (United Kingdom)

    Cambridge, United Kingdom

    3 h-index

    3 publications

    272 citations

  3. University of Cambridge

    Cambridge, United Kingdom

    2 h-index

    4 publications

    452 citations

  4. University of Washington

    Seattle, United States

    2 h-index

    3 publications

    461 citations

  5. University of Toronto

    Toronto, Canada

    2 h-index

    4 publications

    240 citations

  6. Bocconi University

    Milan, Italy

    2 h-index

    4 publications

    533 citations

  7. Johns Hopkins University

    Baltimore, United States

    2 h-index

    2 publications

    226 citations

  8. National Research Council

    Rome, Italy

    1 h-index

    2 publications

    158 citations

1–8 of 35

Venues

  1. arXiv (Cornell University)

    Repository · 7 publications · 1.6K citations

    7

    h-index

  2. Journal of Experimental Social Psychology

    2 publications · 384 citations

    2

    h-index

  3. American Journal of Epidemiology

    AJE · 1 publications · 11 citations

    1

    h-index

  4. The British Journal of Criminology

    1 publications · 15 citations

    1

    h-index

  5. International Conference on Machine Learning

    Conference · 1 publications · 58 citations

    1

    h-index

1–5