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

Author:

Bianchi Federico1ORCID,Kalluri Pratyusha1ORCID,Durmus Esin1ORCID,Ladhak Faisal2ORCID,Cheng Myra1ORCID,Nozza Debora3ORCID,Hashimoto Tatsunori1ORCID,Jurafsky Dan1ORCID,Zou James1ORCID,Caliskan Aylin4ORCID

Affiliation:

1. Stanford University, USA

2. Columbia University, USA

3. Bocconi University, Italy

4. University of Washington, USA

Funder

NSF CAREER Award

Open Phil AI Fellowship

Stanford Knight-Hennessy Scholars graduate fellowship

U.S. National Institute of Standards and Technology

NSF Graduate Research Fellowship

HoffmanðYee Research Grants Program and the Stanford Institute for Human-Centered Artificial Intelligence

SAIL Postdoc Fellowship

Publisher

ACM

Reference78 articles.

1. David M. Amodio and Patricia G . Devine . 2006 . Stereotyping and evaluation in implicit race bias: evidence for independent constructs and unique effects on behavior.Journal of personality and social psychology 91 4 (2006), 652–61. David M. Amodio and Patricia G. Devine. 2006. Stereotyping and evaluation in implicit race bias: evidence for independent constructs and unique effects on behavior.Journal of personality and social psychology 91 4 (2006), 652–61.

2. Hritik Bansal , Da Yin , Masoud Monajatipoor , and Kai-Wei Chang . 2022. How well can Text-to-Image Generative Models understand Ethical Natural Language Interventions?ArXiv preprint abs/2210.15230 ( 2022 ). https://arxiv.org/abs/2210.15230 Hritik Bansal, Da Yin, Masoud Monajatipoor, and Kai-Wei Chang. 2022. How well can Text-to-Image Generative Models understand Ethical Natural Language Interventions?ArXiv preprint abs/2210.15230 (2022). https://arxiv.org/abs/2210.15230

3. Howard S Becker . 1996. The epistemology of qualitative research. Ethnography and human development: Context and meaning in social inquiry 27, 53-71 ( 1996 ). Howard S Becker. 1996. The epistemology of qualitative research. Ethnography and human development: Context and meaning in social inquiry 27, 53-71 (1996).

4. On the Dangers of Stochastic Parrots

5. Bruce Lawrence Berg. 2001. Qualitative research methods for the social sciences. Allyn & Bacon. Bruce Lawrence Berg. 2001. Qualitative research methods for the social sciences. Allyn & Bacon.

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