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Multilingual large language models have gained prominence for their proficiency in processing and generating text across languages.
Measuring Bias in Contextualized Word Representations
Keita Kurita, Nidhi Vyas, Ayush Pareek, Alan W. Black, and Yulia Tsvetkov. 2019 · 1906
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Housing Discrimination and Urban Poverty of African-Americans
George C. Galster and James H. Carr. 1991 · 1991
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Hindu Eschatology and the Indian Caste System: An Example of Structural Reversal
Murray Milner. 1993 · 1993
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Toward a History of the Brahmins
Michael Witzel. 1993 · 1993
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Poverty and Disabled People: Challenging dominant debates and policies
Peter Beresford. 1996 · 1996
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The Rise of the Community in Rural China: Village Politics, Cultural Identity and Religious Revival in a Hui Hamlet
Ben Hillman. 2004 · 2004
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StereoSet: Measuring stereotypical bias in pretrained language models
Moin Nadeem, Anna Bethke, and Siva Reddy. 2020 · 2004
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A Comparative Study on the Cultures of the Dungan and the Hui Peoples
Ding Hong. 2005 · 2005
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Kin Networks and Poverty among African Americans: Past and Present
Julie E. Miller-Cribbs and Naomi B. Farber. 2008 · 2008
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Immigrant China
Frank N. Pieke. 2012 · 2012
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Cultural transmission of social essentialism
Marjorie Rhodes, Sarah-Jane Leslie, and Christina M. Tworek. 2012 · 2012
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Datasheets for Datasets
Timnit Gebru, Jamie Morgenstern, Briana Vecchione, Jennifer Wortman Vaughan, Hanna Wallach, Hal Daumé, and Kate Crawford. 2018 · 2018
Cited alongside, same era.
Navigating the social world: Toward an integrated framework for evaluating self, individuals, and groups
Andrea Abele, Naomi Ellemers, Susan Fiske, Alex Koch, and Vincent Yzerbyt. 2020 · 2020
Cited alongside, same era.
Unmasking Contextual Stereotypes: Measuring and Mitigating BERT’s Gender Bias. In Proceedings of the Second Workshop on Gender Bias in Natural Language Processing . Association for Computational Linguistics, Barcelona, Spain (Online), 1–16
Marion Bartl, Malvina Nissim, and Albert Gatt. 2020 · 2020
Cited alongside, same era.
The ABC of society: Perceived similarity in agency/socioeconomic success and conservative-progressive beliefs increases intergroup cooperation
Alex Koch, Angela Dorrough, Andreas Glöckner, and Roland Imhoff. 2020 · 2020
Cited alongside, same era.
Social evaluation: Comparing models across interpersonal, intragroup, intergroup, several-group, and many-group contexts . Vol. 63
Theory-Grounded Measurement of U.S. Social Stereotypes in English Language Models. In Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies . Association for Computational Linguistics, Seattle, United States, 1276–1295
Yang Trista Cao, Anna Sotnikova, Hal Daumé III, Rachel Rudinger, and Linda Zou. 2022 · 2022
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Gender Bias in Masked Language Models for Multiple Languages. In Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies . Association for Computational Linguistics, Seattle, United States, 2740–2750
Masahiro Kaneko, Aizhan Imankulova, Danushka Bollegala, and Naoaki Okazaki. 2022 · 2022
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The transmission of gender stereotypes through televised patterns of nonverbal bias
Sarah Ariel Lamer, Paige Dvorak, Ashley M. Biddle, Kristin Pauker, and Max Weisbuch. 2022 · 2022
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Alex Koch, Vincent Yzerbyt, Andrea Abele, Naomi Ellemers, and Susan T. Fiske. 2021 · 2020
Cited alongside, same era.
CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models. In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) . Association for Computational Linguistics, Online, 1953–1967
Nikita Nangia, Clara Vania, Rasika Bhalerao, and Samuel R. Bowman. 2020 · 2020
Cited alongside, same era.
Gender Bias in Multilingual Embeddings and Cross-Lingual Transfer. In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics . Association for Computational Linguistics, Online, 2896–2907
Jieyu Zhao, Subhabrata Mukherjee, Saghar Hosseini, Kai-Wei Chang, and Ahmed Hassan Awadallah. 2020 · 2020
Cited alongside, same era.
Narratives Shape Cognitive Representations of Immigrants and Immigration-Policy Preferences
Joel E. Martinez, Lauren A. Feldman, Mallory J. Feldman, and Mina Cikara. 2021 · 2021
Cited alongside, same era.
Religion in India: Tolerance and Segragation
Neha Sahgal, Jonathan Evans, Ariana Monique Salazar, Kelsey Jo Starr, and Manolo Corichi. 2021 · 2021
Cited alongside, same era.
Assessing Multilingual Fairness in Pre-trained Multimodal Representations
Jialu Wang, Yang Liu, and Xin Eric Wang. 2021 · 2021
Cited alongside, same era.
Mapping the Multilingual Margins: Intersectional Biases of Sentiment Analysis Systems in English, Spanish, and Arabic. In Proceedings of the Second Workshop on Language Technology for Equality, Diversity and Inclusion , Bharathi Raja Chakravarthi, B Bharathi, John P McCrae, Manel Zarrouk, Kalika Bali, and Paul Buitelaar (Eds.). Association for Computational Linguistics, Dublin, Ireland, 90–106
António Câmara, Nina Taneja, Tamjeed Azad, Emily Allaway, and Richard Zemel. 2022 · 2022
Cited alongside, same era.
Xi Victoria Lin, Todor Mihaylov, Mikel Artetxe, Tianlu Wang, Shuohui Chen, Daniel Simig, Myle Ott, Naman Goyal, Shruti Bhosale, Jingfei Du, Ramakanth Pasunuru, Sam Shleifer, Punit Singh Koura, Vishrav Chaudhary, Brian O’Horo, Jeff Wang, Luke Zettlemoyer, Zornitsa Kozareva, Mona Diab, Veselin Stoyanov, and Xian Li. 2022 · 2022
Later among the works it cites.
French CrowS-Pairs: Extending a challenge dataset for measuring social bias in masked language models to a language other than English. In Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) . Association for Computational Linguistics, Dublin, Ireland, 8521–8531
Aurélie Névéol, Yoann Dupont, Julien Bezançon, and Karën Fort. 2022 · 2022
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Training language models to follow instructions with human feedback
Long Ouyang, Jeff Wu, Xu Jiang, Diogo Almeida, Carroll L. Wainwright, Pamela Mishkin, Chong Zhang, Sandhini Agarwal, Katarina Slama, Alex Ray, John Schulman, Jacob Hilton, Fraser Kelton, Luke Miller, Maddie Simens, Amanda Askell, Peter Welinder, Paul Christiano, Jan Leike, and Ryan Lowe. 2022 · 2022
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An Information-Theoretic Approach and Dataset for Probing Gender Stereotypes in Multilingual Masked Language Models. In Findings of the Association for Computational Linguistics: NAACL 2022 . Association for Computational Linguistics, Seattle, United States, 921–932
Victor Steinborn, Philipp Dufter, Haris Jabbar, and Hinrich Schuetze. 2022 · 2022
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You reap what you sow: On the challenges of bias evaluation under multilingual settings. In Proceedings of BigScience Episode# 5–Workshop on Challenges & Perspectives in Creating Large Language Models . 26–41
Zeerak Talat, Aurélie Névéol, Stella Biderman, Miruna Clinciu, Manan Dey, Shayne Longpre, Sasha Luccioni, Maraim Masoud, Margaret Mitchell, Dragomir Radev, et al · 2022
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Occupational Biases in Norwegian and Multilingual Language Models. In Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) . Association for Computational Linguistics, Seattle, Washington, 200–211
Samia Touileb, Lilja Øvrelid, and Erik Velldal. 2022 · 2022
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Building Stereotype Repositories with Complementary Approaches for Scale and Depth. In Proceedings of the First Workshop on Cross-Cultural Considerations in NLP (C3NLP) , Sunipa Dev, Vinodkumar Prabhakaran, David Adelani, Dirk Hovy, and Luciana Benotti (Eds.). Association for Computational Linguistics, Dubrovnik, Croatia, 84–90
Sunipa Dev, Akshita Jha, Jaya Goyal, Dinesh Tewari, Shachi Dave, and Vinodkumar Prabhakaran. 2023 · 2023
Closest in time.
Comparing Biases and the Impact of Multilingual Training across Multiple Languages
Sharon Levy, Neha Anna John, Ling Liu, Yogarshi Vyas, Jie Ma, Yoshinari Fujinuma, Miguel Ballesteros, Vittorio Castelli, and Dan Roth. 2023 · 2023
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