Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove Them

9 March 2019

Papers citing "Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove Them"

50 / 308 papers shown

Title
A Survey on Bias and Fairness in Natural Language Processing Rajas Bansal SyDa 17 14 0 06 Mar 2022
Welcome to the Modern World of Pronouns: Identity-Inclusive Natural Language Processing beyond Gender Anne Lauscher Archie Crowley Dirk Hovy AILaw 29 54 0 24 Feb 2022
Investigations of Performance and Bias in Human-AI Teamwork in Hiring Andi Peng Besmira Nushi Emre Kıcıman K. Inkpen Ece Kamar 14 29 0 21 Feb 2022
XAI for Transformers: Better Explanations through Conservative Propagation Ameen Ali Thomas Schnake Oliver Eberle G. Montavon Klaus-Robert Muller Lior Wolf FAtt 15 89 0 15 Feb 2022
Counterfactual Multi-Token Fairness in Text Classification P. Lohia 21 3 0 08 Feb 2022
Kernelized Concept Erasure Shauli Ravfogel Francisco Vargas Yoav Goldberg Ryan Cotterell 24 32 0 28 Jan 2022
Linear Adversarial Concept Erasure Shauli Ravfogel Michael Twiton Yoav Goldberg Ryan Cotterell KELM 84 57 0 28 Jan 2022
Gender Bias in Text: Labeled Datasets and Lexicons Jad Doughman Wael Khreich 32 8 0 21 Jan 2022
Regional Negative Bias in Word Embeddings Predicts Racial Animus--but only via Name Frequency Austin Van Loon Salvatore Giorgi Robb Willer J. Eichstaedt 42 10 0 20 Jan 2022
Millions of Co-purchases and Reviews Reveal the Spread of Polarization and Lifestyle Politics across Online Markets Alex Ruch Ari Decter-Frain Raghav Batra 11 2 0 17 Jan 2022
Pretrained Language Models for Text Generation: A Survey Junyi Li Tianyi Tang Wayne Xin Zhao J. Nie Ji-Rong Wen AI4CE 36 128 0 14 Jan 2022
Privacy-aware Early Detection of COVID-19 through Adversarial Training Omid Rohanian Samaneh Kouchaki A. Soltan Jenny Yang Morteza Rohanian Yang Yang David A. Clifton AAML OOD 31 6 0 09 Jan 2022
A Survey on Gender Bias in Natural Language Processing Karolina Stañczak Isabelle Augenstein 30 110 0 28 Dec 2021
Degendering Resumes for Fair Algorithmic Resume Screening Prasanna Parasurama João Sedoc FaML 17 3 0 16 Dec 2021
Measuring Fairness with Biased Rulers: A Survey on Quantifying Biases in Pretrained Language Models Pieter Delobelle E. Tokpo T. Calders Bettina Berendt 19 24 0 14 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 19 30 0 09 Dec 2021
Evaluating Metrics for Bias in Word Embeddings Sarah Schröder Alexander Schulz Philip Kenneweg Robert Feldhans Fabian Hinder Barbara Hammer 21 10 0 15 Nov 2021
Feature and Label Embedding Spaces Matter in Addressing Image Classifier Bias William Thong Cees G. M. Snoek 22 14 0 27 Oct 2021
Fairness in Missing Data Imputation Yiliang Zhang Q. Long 36 12 0 22 Oct 2021
The Arabic Parallel Gender Corpus 2.0: Extensions and Analyses Bashar Alhafni Nizar Habash Houda Bouamor 25 18 0 18 Oct 2021
Improving Gender Fairness of Pre-Trained Language Models without Catastrophic Forgetting Zahra Fatemi Chen Xing Wenhao Liu Caiming Xiong CLL 29 33 0 11 Oct 2021
On a Benefit of Mask Language Modeling: Robustness to Simplicity Bias Ting-Rui Chiang 32 4 0 11 Oct 2021
Multi-Objective Few-shot Learning for Fair Classification Ishani Mondal Procheta Sen Debasis Ganguly FaML 18 4 0 05 Oct 2021
Unpacking the Interdependent Systems of Discrimination: Ableist Bias in NLP Systems through an Intersectional Lens Saad Hassan Matt Huenerfauth Cecilia Ovesdotter Alm 48 38 0 01 Oct 2021
Second Order WinoBias (SoWinoBias) Test Set for Latent Gender Bias Detection in Coreference Resolution Hillary Dawkins 14 0 0 28 Sep 2021
Marked Attribute Bias in Natural Language Inference Hillary Dawkins 52 8 0 28 Sep 2021
Language Invariant Properties in Natural Language Processing Federico Bianchi Debora Nozza Dirk Hovy 55 3 0 27 Sep 2021
Uncovering Implicit Gender Bias in Narratives through Commonsense Inference Tenghao Huang Faeze Brahman Vered Shwartz Snigdha Chaturvedi AI4CE 8 31 0 14 Sep 2021
NeuTral Rewriter: A Rule-Based and Neural Approach to Automatic Rewriting into Gender-Neutral Alternatives Eva Vanmassenhove Chris Emmery D. Shterionov 23 51 0 13 Sep 2021
How Does Fine-tuning Affect the Geometry of Embedding Space: A Case Study on Isotropy S. Rajaee Mohammad Taher Pilehvar 79 20 0 10 Sep 2021
Assessing the Reliability of Word Embedding Gender Bias Measures Yupei Du Qixiang Fang D. Nguyen 46 21 0 10 Sep 2021
Debiasing Methods in Natural Language Understanding Make Bias More Accessible Michael J. Mendelson Yonatan Belinkov 42 23 0 09 Sep 2021
Hi, my name is Martha: Using names to measure and mitigate bias in generative dialogue models Eric Michael Smith Adina Williams 32 28 0 07 Sep 2021
Social Norm Bias: Residual Harms of Fairness-Aware Algorithms Myra Cheng Maria De-Arteaga Lester W. Mackey Adam Tauman Kalai FaML 32 7 0 25 Aug 2021
Diachronic Analysis of German Parliamentary Proceedings: Ideological Shifts through the Lens of Political Biases Tobias Walter Celina Kirschner Steffen Eger Goran Glavavs Anne Lauscher Simone Paolo Ponzetto 16 20 0 13 Aug 2021
On Measures of Biases and Harms in NLP Sunipa Dev Emily Sheng Jieyu Zhao Aubrie Amstutz Jiao Sun ... M. Sanseverino Jiin Kim Akihiro Nishi Nanyun Peng Kai-Wei Chang 31 80 0 07 Aug 2021
Using Adversarial Debiasing to Remove Bias from Word Embeddings Dana Kenna FaML 27 4 0 21 Jul 2021
Debiasing Multilingual Word Embeddings: A Case Study of Three Indian Languages Srijan Bansal Vishal Garimella Ayush Suhane Animesh Mukherjee 30 9 0 21 Jul 2021
Trustworthy AI: A Computational Perspective Haochen Liu Yiqi Wang Wenqi Fan Xiaorui Liu Yaxin Li Shaili Jain Yunhao Liu Anil K. Jain Jiliang Tang FaML 104 196 0 12 Jul 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
A Source-Criticism Debiasing Method for GloVe Embeddings Hope McGovern 30 2 0 25 Jun 2021
Evaluating Gender Bias in Hindi-English Machine Translation Gauri Gupta Krithika Ramesh Sanjay Singh 19 22 0 16 Jun 2021
Modeling Profanity and Hate Speech in Social Media with Semantic Subspaces Vanessa Hahn Dana Ruiter Thomas Kleinbauer Dietrich Klakow 8 7 0 14 Jun 2021
Obtaining Better Static Word Embeddings Using Contextual Embedding Models Prakhar Gupta Martin Jaggi 11 30 0 08 Jun 2021
RedditBias: A Real-World Resource for Bias Evaluation and Debiasing of Conversational Language Models Soumya Barikeri Anne Lauscher Ivan Vulić Goran Glavas 45 178 0 07 Jun 2021
Ethical-Advice Taker: Do Language Models Understand Natural Language Interventions? Jieyu Zhao Daniel Khashabi Tushar Khot Ashish Sabharwal Kai-Wei Chang KELM 26 49 0 02 Jun 2021
Bangla Natural Language Processing: A Comprehensive Analysis of Classical, Machine Learning, and Deep Learning Based Methods Ovishake Sen Mohtasim Fuad Md. Nazrul Islam Jakaria Rabbi Mehedi Masud ... Md. Abdul Awal Awal Ahmed Fime Md. Tahmid Hasan Fuad Delowar Sikder Md. Akil Raihan Iftee 11 39 0 31 May 2021
Evaluating Gender Bias in Natural Language Inference Shanya Sharma Manan Dey Koustuv Sinha 28 41 0 12 May 2021
What's in the Box? A Preliminary Analysis of Undesirable Content in the Common Crawl Corpus A. Luccioni J. Viviano 35 114 0 06 May 2021
Fair Representation Learning for Heterogeneous Information Networks Ziqian Zeng Rashidul Islam Kamrun Naher Keya James R. Foulds Yangqiu Song Shimei Pan 32 40 0 18 Apr 2021