Mitigating Gender Bias in Natural Language Processing: Literature Review

21 June 2019

Papers citing "Mitigating Gender Bias in Natural Language Processing: Literature Review"

50 / 278 papers shown

Title
Measuring Sentiment Bias in Machine Translation Kai Hartung Aaricia Herygers Shubham Kurlekar Khabbab Zakaria Taylan Volkan Sören Gröttrup Munir Georges AI4CE 20 5 0 12 Jun 2023
Good, but not always Fair: An Evaluation of Gender Bias for three commercial Machine Translation Systems Silvia Alma Piazzolla Beatrice Savoldi L. Bentivogli 33 2 0 09 Jun 2023
Taught by the Internet, Exploring Bias in OpenAIs GPT3 Ali Ayaz Aditya Nawalgaria Ruilian Yin 18 0 0 04 Jun 2023
Examining risks of racial biases in NLP tools for child protective services Anjalie Field Amanda Coston Nupoor Gandhi Alexandra Chouldechova Emily Putnam-Hornstein David Steier Yulia Tsvetkov 47 13 0 30 May 2023
infoVerse: A Universal Framework for Dataset Characterization with Multidimensional Meta-information Jaehyung Kim Yekyung Kim Karin de Langis Jinwoo Shin Dongyeop Kang 17 1 0 30 May 2023
Finspector: A Human-Centered Visual Inspection Tool for Exploring and Comparing Biases among Foundation Models Bum Chul Kwon Nandana Mihindukulasooriya VLM 34 5 0 26 May 2023
Controlling Learned Effects to Reduce Spurious Correlations in Text Classifiers Parikshit Bansal Amit Sharma CML 26 5 0 26 May 2023
On Degrees of Freedom in Defining and Testing Natural Language Understanding Saku Sugawara S. Tsugita ELM 34 1 0 24 May 2023
Should We Attend More or Less? Modulating Attention for Fairness A. Zayed Gonçalo Mordido Samira Shabanian Sarath Chandar 37 10 0 22 May 2023
In the Name of Fairness: Assessing the Bias in Clinical Record De-identification Yuxin Xiao S. Lim Tom Pollard Marzyeh Ghassemi 26 12 0 18 May 2023
Comparing Biases and the Impact of Multilingual Training across Multiple Languages Sharon Levy Neha Ann John Ling Liu Yogarshi Vyas Jie Ma Yoshinari Fujinuma Miguel Ballesteros Vittorio Castelli Dan Roth 26 26 0 18 May 2023
RL4F: Generating Natural Language Feedback with Reinforcement Learning for Repairing Model Outputs Afra Feyza Akyürek Ekin Akyürek Aman Madaan Ashwin Kalyan Peter Clark Derry Wijaya Niket Tandon ALM KELM 44 86 0 15 May 2023
From Pretraining Data to Language Models to Downstream Tasks: Tracking the Trails of Political Biases Leading to Unfair NLP Models Shangbin Feng Chan Young Park Yuhan Liu Yulia Tsvetkov 24 228 0 15 May 2023
"I'm" Lost in Translation: Pronoun Missteps in Crowdsourced Data Sets Katie Seaborn Yeongdae Kim 16 6 0 22 Apr 2023
Transcending the "Male Code": Implicit Masculine Biases in NLP Contexts Katie Seaborn Shruti Chandra Thibault Fabre 23 11 0 22 Apr 2023
On the Independence of Association Bias and Empirical Fairness in Language Models Laura Cabello Anna Katrine van Zee Anders Søgaard 26 26 0 20 Apr 2023
Measuring Gender Bias in West Slavic Language Models Sandra Martinková Karolina Stañczak Isabelle Augenstein 21 8 0 12 Apr 2023
Should ChatGPT be Biased? Challenges and Risks of Bias in Large Language Models Emilio Ferrara SILM 36 247 0 07 Apr 2023
Beyond Accuracy: A Critical Review of Fairness in Machine Learning for Mobile and Wearable Computing Sofia Yfantidou Marios Constantinides Dimitris Spathis Athena Vakali Daniele Quercia F. Kawsar HAI FaML 28 18 0 27 Mar 2023
Fairness in Language Models Beyond English: Gaps and Challenges Krithika Ramesh Sunayana Sitaram Monojit Choudhury 32 23 0 24 Feb 2023
In What Languages are Generative Language Models the Most Formal? Analyzing Formality Distribution across Languages Asim Ersoy Gerson Vizcarra T. Mayeesha Benjamin Muller 28 2 0 23 Feb 2023
Rethinking "Risk" in Algorithmic Systems Through A Computational Narrative Analysis of Casenotes in Child-Welfare Devansh Saxena Erin Moon Aryan Chaurasia Yixin Guan Shion Guha 27 26 0 16 Feb 2023
Counter-GAP: Counterfactual Bias Evaluation through Gendered Ambiguous Pronouns Zhongbin Xie Vid Kocijan Thomas Lukasiewicz Oana-Maria Camburu 10 2 0 11 Feb 2023
A Systematic Literature Review of Human-Centered, Ethical, and Responsible AI Mohammad Tahaei Marios Constantinides Daniele Quercia Michael J. Muller AI4TS 54 8 0 10 Feb 2023
Out of Context: Investigating the Bias and Fairness Concerns of "Artificial Intelligence as a Service" Kornel Lewicki M. S. Lee Jennifer Cobbe Jatinder Singh 31 21 0 02 Feb 2023
Debiasing Vision-Language Models via Biased Prompts Ching-Yao Chuang Varun Jampani Yuanzhen Li Antonio Torralba Stefanie Jegelka VLM 30 97 0 31 Jan 2023
Critical Perspectives: A Benchmark Revealing Pitfalls in PerspectiveAPI Lorena Piedras Lucas Rosenblatt Julia Wilkins 37 9 0 05 Jan 2023
CORGI-PM: A Chinese Corpus For Gender Bias Probing and Mitigation Ge Zhang Yizhi Li Yaoyao Wu Linyuan Zhang Chenghua Lin Jiayi Geng Shi Wang Jie Fu 29 10 0 01 Jan 2023
Assessing the Impact of Sequence Length Learning on Classification Tasks for Transformer Encoder Models Jean-Thomas Baillargeon Luc Lamontagne 35 1 0 16 Dec 2022
An Analysis of Social Biases Present in BERT Variants Across Multiple Languages Aristides Milios Parishad BehnamGhader 20 8 0 25 Nov 2022
A Moral- and Event- Centric Inspection of Gender Bias in Fairy Tales at A Large Scale Zhixuan Zhou Jiao Sun Jiaxin Pei Nanyun Peng Jinjun Xiong 38 6 0 25 Nov 2022
Undesirable Biases in NLP: Addressing Challenges of Measurement Oskar van der Wal Dominik Bachmann Alina Leidinger L. Maanen Willem H. Zuidema K. Schulz 22 6 0 24 Nov 2022
Professional Presentation and Projected Power: A Case Study of Implicit Gender Information in English CVs Jinrui Yang Sheilla Njoto M. Cheong Leah Ruppanner Lea Frermann 6 4 0 17 Nov 2022
Hey ASR System! Why Aren't You More Inclusive? Automatic Speech Recognition Systems' Bias and Proposed Bias Mitigation Techniques. A Literature Review Mikel K. Ngueajio Gloria J. Washington 34 35 0 17 Nov 2022
Mind Your Bias: A Critical Review of Bias Detection Methods for Contextual Language Models Silke Husse Andreas Spitz 22 6 0 15 Nov 2022
Casual Conversations v2: Designing a large consent-driven dataset to measure algorithmic bias and robustness C. Hazirbas Yejin Bang Tiezheng Yu Parisa Assar Bilal Porgali ... Jacqueline Pan Emily McReynolds Miranda Bogen Pascale Fung Cristian Canton Ferrer 29 8 0 10 Nov 2022
Safe Latent Diffusion: Mitigating Inappropriate Degeneration in Diffusion Models P. Schramowski Manuel Brack Bjorn Deiseroth Kristian Kersting 39 272 0 09 Nov 2022
Bridging Fairness and Environmental Sustainability in Natural Language Processing Marius Hessenthaler Emma Strubell Dirk Hovy Anne Lauscher 24 8 0 08 Nov 2022
HERB: Measuring Hierarchical Regional Bias in Pre-trained Language Models Yizhi Li Ge Zhang Bohao Yang Chenghua Lin Shi Wang Anton Ragni Jie Fu 22 9 0 05 Nov 2022
MT-GenEval: A Counterfactual and Contextual Dataset for Evaluating Gender Accuracy in Machine Translation Anna Currey Maria Nadejde R. Pappagari Mia C. Mayer Stanislas Lauly Xing Niu B. Hsu Georgiana Dinu 25 31 0 02 Nov 2022
The Shared Task on Gender Rewriting Bashar Alhafni Nizar Habash Houda Bouamor Ossama Obeid Sultan Alrowili ... Mohamed Gabr Abderrahmane Issam Abdelrahim Qaddoumi K. Vijay-Shanker Mahmoud Zyate 34 1 0 22 Oct 2022
Choose Your Lenses: Flaws in Gender Bias Evaluation Hadas Orgad Yonatan Belinkov 27 35 0 20 Oct 2022
Language Generation Models Can Cause Harm: So What Can We Do About It? An Actionable Survey Sachin Kumar Vidhisha Balachandran Lucille Njoo Antonios Anastasopoulos Yulia Tsvetkov ELM 77 85 0 14 Oct 2022
The User-Aware Arabic Gender Rewriter Bashar Alhafni Ossama Obeid Nizar Habash 29 2 0 14 Oct 2022
Controlling Bias Exposure for Fair Interpretable Predictions Zexue He Yu-Xiang Wang Julian McAuley Bodhisattwa Prasad Majumder 27 19 0 14 Oct 2022
Differential Bias: On the Perceptibility of Stance Imbalance in Argumentation Alonso Palomino Martin Potthast Khalid Al Khatib Benno Stein 14 3 0 13 Oct 2022
Equi-Tuning: Group Equivariant Fine-Tuning of Pretrained Models Sourya Basu P. Sattigeri K. Ramamurthy Vijil Chenthamarakshan Kush R. Varshney L. Varshney Payel Das 16 18 0 13 Oct 2022
Extracting or Guessing? Improving Faithfulness of Event Temporal Relation Extraction Haoyu Wang Hongming Zhang Yuqian Deng Jacob R. Gardner Dan Roth Muhao Chen 30 19 0 10 Oct 2022
The Lifecycle of "Facts": A Survey of Social Bias in Knowledge Graphs Angelie Kraft Ricardo Usbeck KELM 32 9 0 07 Oct 2022
Re-contextualizing Fairness in NLP: The Case of India Shaily Bhatt Sunipa Dev Partha P. Talukdar Shachi Dave Vinodkumar Prabhakaran 24 54 0 25 Sep 2022