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References (41)

[1]
Amplifying Trans and Nonbinary Voices: A Community-Centred Harm Taxonomy for LLMs
2025Eddie L. Ungless, Sunipa Dev et al.
[2]
Gender Bias in Natural Language Processing and Computer Vision: A Comparative Survey
2024Marion Bartl, Abhishek Mandal et al.
[3]
QueerBench: Quantifying Discrimination in Language Models Toward Queer Identities
2024Mae Sosto, A. Barr'on-Cedeno
[4]
Generative AI and the politics of visibility
2024Tarleton Gillespie
[5]
Disclosure and Mitigation of Gender Bias in LLMs
2024Xiangjue Dong, Yibo Wang et al.
[6]
Detecting and Mitigating LGBTQIA+ Bias in Large Norwegian Language Models
2024Selma Bergstrand, Björn Gambäck
[7]
Gender Identity in Pretrained Language Models: An Inclusive Approach to Data Creation and Probing
2024Urban Knuples, Agnieszka Falenska et al.
[8]
Breaking the Bias: Gender Fairness in LLMs Using Prompt Engineering and In-Context Learning
2023Satyam Dwivedi, Sanjukta Ghosh et al.
[9]
MISGENDERED: Limits of Large Language Models in Understanding Pronouns
2023Tamanna Hossain, Sunipa Dev et al.
[10]
“I’m fully who I am”: Towards Centering Transgender and Non-Binary Voices to Measure Biases in Open Language Generation
2023Anaelia Ovalle, Palash Goyal et al.
[11]
HOMO-MEX: A Mexican Spanish Annotated Corpus for LGBT+phobia Detection on Twitter
2023Juan Vásquez, S. Andersen et al.
[12]
Detecting Harmful Online Conversational Content towards LGBTQIA+ Individuals
2022Jamell Dacon, Harry Shomer et al.
[13]
Theories of “Gender” in NLP Bias Research
2022Hannah Devinney, Jenny Björklund et al.
[14]
Welcome to the Modern World of Pronouns: Identity-Inclusive Natural Language Processing beyond Gender
2022Anne Lauscher, Archie Crowley et al.
[15]
Situated Knowledges: The Science Question in Feminism and the Privilege of Partial Perspective
2022
[16]
Measuring Harmful Sentence Completion in Language Models for LGBTQIA+ Individuals
2022Debora Nozza, Federico Bianchi et al.
[17]
AI and the Everything in the Whole Wide World Benchmark
2021Inioluwa Deborah Raji, Emily M. Bender et al.
[18]
Unpacking the Interdependent Systems of Discrimination: Ableist Bias in NLP Systems through an Intersectional Lens
2021Saad Hassan, Matt Huenerfauth et al.
[19]
Challenges in Detoxifying Language Models
2021Johannes Welbl, Amelia Glaese et al.
[20]
Dataset for Identification of Homophobia and Transophobia in Multilingual YouTube Comments
2021Bharathi Raja Chakravarthi, R. Priyadharshini et al.

Showing 20 of 41 references

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