It's All in the Name: Mitigating Gender Bias with Name-Based Counterfactual Data Substitution

2 September 2019

Papers citing "It's All in the Name: Mitigating Gender Bias with Name-Based Counterfactual Data Substitution"

44 / 44 papers shown

Title
Collapsed Language Models Promote Fairness Jingxuan Xu Wuyang Chen Linyi Li Yao Zhao Yunchao Wei 46 0 0 06 Oct 2024
On the Influence of Gender and Race in Romantic Relationship Prediction from Large Language Models Abhilasha Sancheti Haozhe An Rachel Rudinger 39 0 0 05 Oct 2024
Does Liking Yellow Imply Driving a School Bus? Semantic Leakage in Language Models Hila Gonen Terra Blevins Alisa Liu Luke Zettlemoyer Noah A. Smith 31 5 0 12 Aug 2024
Do Large Language Models Discriminate in Hiring Decisions on the Basis of Race, Ethnicity, and Gender? Haozhe An Christabel Acquaye Colin Wang Zongxia Li Rachel Rudinger 36 12 0 15 Jun 2024
Hire Me or Not? Examining Language Model's Behavior with Occupation Attributes Damin Zhang Yi Zhang Geetanjali Bihani Julia Taylor Rayz 56 2 0 06 May 2024
Measuring Bias in a Ranked List using Term-based Representations Amin Abolghasemi Leif Azzopardi Arian Askari Maarten de Rijke Suzan Verberne 42 6 0 09 Mar 2024
Multilingual Text-to-Image Generation Magnifies Gender Stereotypes and Prompt Engineering May Not Help You Felix Friedrich Katharina Hämmerl P. Schramowski Manuel Brack Jindrich Libovický Kristian Kersting Alexander Fraser EGVM 32 10 0 29 Jan 2024
Will the Prince Get True Love's Kiss? On the Model Sensitivity to Gender Perturbation over Fairytale Texts Christina Chance Da Yin Dakuo Wang Kai-Wei Chang 34 0 0 16 Oct 2023
Gender, names and other mysteries: Towards the ambiguous for gender-inclusive translation Danielle Saunders Katrina Olsen 37 5 0 07 Jun 2023
Out-of-Distribution Generalization in Text Classification: Past, Present, and Future Linyi Yang Yangqiu Song Xuan Ren Chenyang Lyu Yidong Wang Lingqiao Liu Jindong Wang Jennifer Foster Yue Zhang OOD 39 2 0 23 May 2023
Should We Attend More or Less? Modulating Attention for Fairness A. Zayed Gonçalo Mordido Samira Shabanian Sarath Chandar 40 10 0 22 May 2023
Surfacing Biases in Large Language Models using Contrastive Input Decoding G. Yona Or Honovich Itay Laish Roee Aharoni 27 11 0 12 May 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
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
The User-Aware Arabic Gender Rewriter Bashar Alhafni Ossama Obeid Nizar Habash 29 2 0 14 Oct 2022
SODAPOP: Open-Ended Discovery of Social Biases in Social Commonsense Reasoning Models Haozhe An Zongxia Li Jieyu Zhao Rachel Rudinger 30 25 0 13 Oct 2022
Debiasing isn't enough! -- On the Effectiveness of Debiasing MLMs and their Social Biases in Downstream Tasks Masahiro Kaneko Danushka Bollegala Naoaki Okazaki 28 41 0 06 Oct 2022
Re-contextualizing Fairness in NLP: The Case of India Shaily Bhatt Sunipa Dev Partha P. Talukdar Shachi Dave Vinodkumar Prabhakaran 32 54 0 25 Sep 2022
Efficient Classification with Counterfactual Reasoning and Active Learning A. Mohammed D. Nguyen Bao Duong T. Nguyen CML 30 0 0 25 Jul 2022
The Birth of Bias: A case study on the evolution of gender bias in an English language model Oskar van der Wal Jaap Jumelet K. Schulz Willem H. Zuidema 32 16 0 21 Jul 2022
FairDistillation: Mitigating Stereotyping in Language Models Pieter Delobelle Bettina Berendt 26 8 0 10 Jul 2022
Neural Contrastive Clustering: Fully Unsupervised Bias Reduction for Sentiment Classification Jared Mowery SSL 33 0 0 22 Apr 2022
Mitigating Gender Bias in Distilled Language Models via Counterfactual Role Reversal Umang Gupta Jwala Dhamala Varun Kumar Apurv Verma Yada Pruksachatkun Satyapriya Krishna Rahul Gupta Kai-Wei Chang Greg Ver Steeg Aram Galstyan 21 49 0 23 Mar 2022
Screening Gender Transfer in Neural Machine Translation Guillaume Wisniewski Lichao Zhu Nicolas Bailler François Yvon 6 4 0 25 Feb 2022
Kernelized Concept Erasure Shauli Ravfogel Francisco Vargas Yoav Goldberg Ryan Cotterell 24 32 0 28 Jan 2022
A Survey on Gender Bias in Natural Language Processing Karolina Stañczak Isabelle Augenstein 30 110 0 28 Dec 2021
A Word on Machine Ethics: A Response to Jiang et al. (2021) Zeerak Talat Hagen Blix Josef Valvoda M. I. Ganesh Ryan Cotterell Adina Williams SyDa FaML 96 38 0 07 Nov 2021
Sustainable Modular Debiasing of Language Models Anne Lauscher Tobias Lüken Goran Glavaš 55 120 0 08 Sep 2021
Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond Amir Feder Katherine A. Keith Emaad A. Manzoor Reid Pryzant Dhanya Sridhar ... Roi Reichart Margaret E. Roberts Brandon M Stewart Victor Veitch Diyi Yang CML 41 235 0 02 Sep 2021
Exploring the Efficacy of Automatically Generated Counterfactuals for Sentiment Analysis Linyi Yang Jiazheng Li Padraig Cunningham Yue Zhang Barry Smyth Ruihai Dong 19 47 0 29 Jun 2021
Quantifying Social Biases in NLP: A Generalization and Empirical Comparison of Extrinsic Fairness Metrics Paula Czarnowska Yogarshi Vyas Kashif Shah 21 104 0 28 Jun 2021
Counterfactual Interventions Reveal the Causal Effect of Relative Clause Representations on Agreement Prediction Shauli Ravfogel Grusha Prasad Tal Linzen Yoav Goldberg 31 57 0 14 May 2021
A Survey of Data Augmentation Approaches for NLP Steven Y. Feng Varun Gangal Jason W. Wei Sarath Chandar Soroush Vosoughi Teruko Mitamura Eduard H. Hovy AIMat 44 801 0 07 May 2021
Societal Biases in Retrieved Contents: Measurement Framework and Adversarial Mitigation for BERT Rankers Navid Rekabsaz Simone Kopeinik Markus Schedl 24 60 0 28 Apr 2021
Dictionary-based Debiasing of Pre-trained Word Embeddings Masahiro Kaneko Danushka Bollegala FaML 38 38 0 23 Jan 2021
Debiasing Pre-trained Contextualised Embeddings Masahiro Kaneko Danushka Bollegala 218 137 0 23 Jan 2021
Unmasking Contextual Stereotypes: Measuring and Mitigating BERT's Gender Bias Marion Bartl Malvina Nissim Albert Gatt 28 123 0 27 Oct 2020
Exploring the Linear Subspace Hypothesis in Gender Bias Mitigation Francisco Vargas Ryan Cotterell 41 29 0 20 Sep 2020
On the Relationships Between the Grammatical Genders of Inanimate Nouns and Their Co-Occurring Adjectives and Verbs Adina Williams Ryan Cotterell Lawrence Wolf-Sonkin Damián E. Blasi Hanna M. Wallach 34 19 0 03 May 2020
Multi-Dimensional Gender Bias Classification Emily Dinan Angela Fan Ledell Yu Wu Jason Weston Douwe Kiela Adina Williams FaML 22 122 0 01 May 2020
Queens are Powerful too: Mitigating Gender Bias in Dialogue Generation Emily Dinan Angela Fan Adina Williams Jack Urbanek Douwe Kiela Jason Weston 38 206 0 10 Nov 2019
Towards Understanding Gender Bias in Relation Extraction Andrew Gaut Tony Sun Shirlyn Tang Yuxin Huang Jing Qian ... Jieyu Zhao Diba Mirza E. Belding Kai-Wei Chang William Yang Wang FaML 33 40 0 09 Nov 2019
Learning the Difference that Makes a Difference with Counterfactually-Augmented Data Divyansh Kaushik Eduard H. Hovy Zachary Chase Lipton CML 28 562 0 26 Sep 2019