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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

摘要

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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引用它的顶会 Paper4

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

它引用的 Paper1

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

相关 Paper

  1. AccessEval: Benchmarking Disability Bias in Large Language ModelsSrikant Panda, Amit Agarwal, Hitesh Laxmichand PatelEMNLP 2025 · 2 次引用
  2. Race, Gender, and Age Biases in Biomedical Masked Language ModelsMichelle Kim, Junghwan Kim, Kristen Marie JohnsonACL Findings 2023 · 3 次引用
  3. "As an Autistic Person Myself: " The Bias Paradox Around Autism in LLMsSohyeon Park, Aehong Min, Jesús Armando Beltrán Verdugo, Gillian R. HayesCHI 2025 · 13 次引用
  4. SeeGULL: A Stereotype Benchmark with Broad Geo-Cultural Coverage Leveraging Generative ModelsAkshita Jha, Aida Mostafazadeh Davani, Chandan K. Reddy, Shachi Dave 等ACL 2023 · 13 次引用
  5. What social attitudes about gender does BERT encode? Leveraging insights from psycholinguisticsJulia Watson, Barend Beekhuizen, Suzanne StevensonACL 2023 · 5 次引用
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