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EMNLP Findings2021

Unpacking the Interdependent Systems of Discrimination: Ableist Bias in NLP Systems through an Intersectional Lens

Saad Hassan, Matt Huenerfauth, Cecilia Ovesdotter Alm

Abstract

Much of the world's population experiences some form of disability during their lifetime. Caution must be exercised while designing natural language processing (NLP) systems to prevent systems from inadvertently perpetuating ableist bias against people with disabilities, i.e., prejudice that favors those with typical abilities. We report on various analyses based on word predictions of a large-scale BERT language model. Statistically significant results demonstrate that people with disabilities can be disadvantaged. Findings also explore overlapping forms of discrimination related to interconnected gender and race identities.

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Cited by top-tier papers4

  1. "Vulnerable, Victimized, and Objectified": Understanding Ableist Hate and Harassment Experienced by Disabled Content Creators on Social MediaSharon Heung, Lucy Jiang, Shiri Azenkot, Aditya VashisthaCHI 2024 · 40 citations
  2. "Ignorance is not Bliss": Designing Personalized Moderation to Address Ableist Hate on Social MediaSharon Heung, Lucy Jiang, Shiri Azenkot, Aditya VashisthaCHI 2025 · 14 citations
  3. Global Voices, Local Biases: Socio-Cultural Prejudices across LanguagesAnjishnu Mukherjee, Chahat Raj, Ziwei Zhu, Antonios AnastasopoulosEMNLP 2023 · 6 citations
  4. Identifying, Explaining, and Correcting Ableist Language with AIKynnedy Simone Smith, Lydia B. Chilton, Danielle BraggCHI 2026 · 1 citation

Builds on1

  1. Language (Technology) is Power: A Critical Survey of "Bias" in NLPSu Lin Blodgett, Solon Barocas, Hal Daumé III, Hanna M. WallachACL 2020 · 68 citations

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