Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings

21 July 2016

Adam Kalai

Papers citing "Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings"

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Title
Millions of Co-purchases and Reviews Reveal the Spread of Polarization and Lifestyle Politics across Online Markets Alex Ruch Ari Decter-Frain Raghav Batra 34 2 0 17 Jan 2022
Visual Identification of Problematic Bias in Large Label Spaces Alex Bauerle Aybuke Turker Ken Burke Osman Aka Timo Ropinski Christina Greer Mani Varadarajan 63 1 0 17 Jan 2022
A Survey on Gender Bias in Natural Language Processing Karolina Stañczak Isabelle Augenstein 93 117 0 28 Dec 2021
Quantifying Gender Biases Towards Politicians on Reddit Sara Vera Marjanović Karolina Stañczak Isabelle Augenstein 71 15 0 22 Dec 2021
Human Languages with Greater Information Density Increase Communication Speed, but Decrease Conversation Breadth Pedro Aceves James A. Evans 59 6 0 15 Dec 2021
Simple Text Detoxification by Identifying a Linear Toxic Subspace in Language Model Embeddings Andrew Wang Mohit Sudhakar Yangfeng Ji 44 2 0 15 Dec 2021
Measuring Fairness with Biased Rulers: A Survey on Quantifying Biases in Pretrained Language Models Pieter Delobelle E. Tokpo T. Calders Bettina Berendt 71 25 0 14 Dec 2021
Survey of Generative Methods for Social Media Analysis Stan Matwin Aristides Milios P. Prałat Amilcar Soares Franccois Théberge 66 4 0 13 Dec 2021
GLaM: Efficient Scaling of Language Models with Mixture-of-Experts Nan Du Yanping Huang Andrew M. Dai Simon Tong Dmitry Lepikhin ... Kun Zhang Quoc V. Le Yonghui Wu Zhiwen Chen Claire Cui ALM MoE 287 835 0 13 Dec 2021
Sparse Interventions in Language Models with Differentiable Masking Nicola De Cao Leon Schmid Dieuwke Hupkes Ivan Titov 70 29 0 13 Dec 2021
WECHSEL: Effective initialization of subword embeddings for cross-lingual transfer of monolingual language models Benjamin Minixhofer Fabian Paischer Navid Rekabsaz 109 85 0 13 Dec 2021
Word Embeddings via Causal Inference: Gender Bias Reducing and Semantic Information Preserving Lei Ding Dengdeng Yu Jinhan Xie Wenxing Guo Shenggang Hu Meichen Liu Linglong Kong Hongsheng Dai Yanchun Bao Bei Jiang FaML 121 30 0 09 Dec 2021
Unfairness Despite Awareness: Group-Fair Classification with Strategic Agents Andrew Estornell Sanmay Das Yang Liu Yevgeniy Vorobeychik FaML 67 10 0 06 Dec 2021
CO-STAR: Conceptualisation of Stereotypes for Analysis and Reasoning Teyun Kwon Anandha Gopalan 87 2 0 01 Dec 2021
Outlier Detection using AI: A Survey Md. Nazmul Kabir Sikder Feras A. Batarseh 98 27 0 01 Dec 2021
Two-Face: Adversarial Audit of Commercial Face Recognition Systems S. Jaiswal K. Duggirala A. Dash Animesh Mukherjee MLAU AAML 81 11 0 17 Nov 2021
Assessing gender bias in medical and scientific masked language models with StereoSet Robert Robinson 33 5 0 15 Nov 2021
Evaluating Metrics for Bias in Word Embeddings Sarah Schröder Alexander Schulz Philip Kenneweg Robert Feldhans Fabian Hinder Barbara Hammer 58 10 0 15 Nov 2021
Zero-Shot Learning in Named-Entity Recognition with External Knowledge Nguyen Van Hoang Soeren Hougaard Mulvad Yuan Rong Dexter Neo Yong Yue 33 5 0 15 Nov 2021
UDIS: Unsupervised Discovery of Bias in Deep Visual Recognition Models Arvindkumar Krishnakumar Tong He Shengji Tang Judy Hoffman 78 31 0 29 Oct 2021
Fairness in Missing Data Imputation Yiliang Zhang Q. Long 84 13 0 22 Oct 2021
Sparse Distillation: Speeding Up Text Classification by Using Bigger Student Models Qinyuan Ye Madian Khabsa M. Lewis Sinong Wang Xiang Ren Aaron Jaech 87 5 0 16 Oct 2021
An Empirical Survey of the Effectiveness of Debiasing Techniques for Pre-trained Language Models Nicholas Meade Elinor Poole-Dayan Siva Reddy 113 131 0 16 Oct 2021
Detecting Gender Bias in Transformer-based Models: A Case Study on BERT Bingbing Li Hongwu Peng Rajat Sainju Junhuan Yang Lei Yang Yueying Liang Weiwen Jiang Binghui Wang Hang Liu Caiwen Ding 49 13 0 15 Oct 2021
The Dangers of Underclaiming: Reasons for Caution When Reporting How NLP Systems Fail Sam Bowman OffRL 117 45 0 15 Oct 2021
Residual2Vec: Debiasing graph embedding with random graphs Sadamori Kojaku Jisung Yoon I. Constantino Yong-Yeol Ahn CML 81 23 0 14 Oct 2021
Multi-Objective Few-shot Learning for Fair Classification Ishani Mondal Procheta Sen Debasis Ganguly FaML 25 4 0 05 Oct 2021
Adversarial Examples Generation for Reducing Implicit Gender Bias in Pre-trained Models Wenqian Ye Fei Xu Yaojia Huang Cassie Huang A. Ji 38 2 0 03 Oct 2021
Second Order WinoBias (SoWinoBias) Test Set for Latent Gender Bias Detection in Coreference Resolution Hillary Dawkins 42 0 0 28 Sep 2021
Identifying and Mitigating Gender Bias in Hyperbolic Word Embeddings Vaibhav Kumar Tenzin Singhay Bhotia Vaibhav Kumar Tanmoy Chakraborty FaML 136 3 0 28 Sep 2021
Mitigating Racial Biases in Toxic Language Detection with an Equity-Based Ensemble Framework Matan Halevy Camille Harris A. Bruckman Diyi Yang A. Howard 102 37 0 27 Sep 2021
Equality of opportunity in travel behavior prediction with deep neural networks and discrete choice models Yunhan Zheng Shenhao Wang Jinhuan Zhao HAI 92 29 0 25 Sep 2021
Fairness-aware Class Imbalanced Learning Shivashankar Subramanian Afshin Rahimi Timothy Baldwin Trevor Cohn Lea Frermann FaML 154 29 0 21 Sep 2021
Stepmothers are mean and academics are pretentious: What do pretrained language models learn about you? Rochelle Choenni Ekaterina Shutova R. Rooij 106 29 0 21 Sep 2021
Adversarial Scrubbing of Demographic Information for Text Classification Somnath Basu Roy Chowdhury Sayan Ghosh Yiyuan Li Junier B. Oliva Shashank Srivastava Snigdha Chaturvedi 76 14 0 17 Sep 2021
Balancing out Bias: Achieving Fairness Through Balanced Training Xudong Han Timothy Baldwin Trevor Cohn 69 42 0 16 Sep 2021
Mitigating Language-Dependent Ethnic Bias in BERT Jaimeen Ahn Alice Oh 243 101 0 13 Sep 2021
Are Gender-Neutral Queries Really Gender-Neutral? Mitigating Gender Bias in Image Search Jialu Wang Yang Liu Xinze Wang FaML 207 95 0 12 Sep 2021
Fairness without the sensitive attribute via Causal Variational Autoencoder Vincent Grari Sylvain Lamprier Marcin Detyniecki 70 30 0 10 Sep 2021
Assessing the Reliability of Word Embedding Gender Bias Measures Yupei Du Qixiang Fang D. Nguyen 84 23 0 10 Sep 2021
IFBiD: Inference-Free Bias Detection Ignacio Serna Daniel DeAlcala Aythami Morales Julian Fierrez J. Ortega-Garcia CVBM 109 11 0 09 Sep 2021
Sustainable Modular Debiasing of Language Models Anne Lauscher Tobias Lüken Goran Glavaš 145 124 0 08 Sep 2021
Hi, my name is Martha: Using names to measure and mitigate bias in generative dialogue models Eric Michael Smith Adina Williams 124 28 0 07 Sep 2021
So Cloze yet so Far: N400 Amplitude is Better Predicted by Distributional Information than Human Predictability Judgements J. Michaelov S. Coulson Benjamin Bergen 73 44 0 02 Sep 2021
Fair Representation: Guaranteeing Approximate Multiple Group Fairness for Unknown Tasks Xudong Shen Yongkang Wong Mohan S. Kankanhalli FaML 95 20 0 01 Sep 2021
Harms of Gender Exclusivity and Challenges in Non-Binary Representation in Language Technologies Sunipa Dev Masoud Monajatipoor Anaelia Ovalle Arjun Subramonian J. M. Phillips Kai-Wei Chang 156 177 0 27 Aug 2021
Social Norm Bias: Residual Harms of Fairness-Aware Algorithms Myra Cheng Maria De-Arteaga Lester W. Mackey Adam Tauman Kalai FaML 98 9 0 25 Aug 2021
Understanding and Mitigating Annotation Bias in Facial Expression Recognition Yunliang Chen Jungseock Joo CVBM 81 86 0 19 Aug 2021
Diachronic Analysis of German Parliamentary Proceedings: Ideological Shifts through the Lens of Political Biases Tobias Walter Celina Kirschner Steffen Eger Goran Glavaš Anne Lauscher Simone Paolo Ponzetto 70 20 0 13 Aug 2021
Learning Bias-Invariant Representation by Cross-Sample Mutual Information Minimization Wei-wei Zhu Haitian Zheng Haofu Liao Weijian Li Jiebo Luo 149 43 0 11 Aug 2021