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 / 307 papers shown

Title
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
How Far Can It Go?: On Intrinsic Gender Bias Mitigation for Text Classification E. Tokpo Pieter Delobelle Bettina Berendt T. Calders 43 7 0 30 Jan 2023
Counteracts: Testing Stereotypical Representation in Pre-trained Language Models Damin Zhang Julia Taylor Rayz Romila Pradhan 42 2 0 11 Jan 2023
Trustworthy Social Bias Measurement Rishi Bommasani Percy Liang 27 10 0 20 Dec 2022
On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning Omar Shaikh Hongxin Zhang William B. Held Michael S. Bernstein Diyi Yang ReLM LRM 35 184 0 15 Dec 2022
Unsupervised Detection of Contextualized Embedding Bias with Application to Ideology Valentin Hofmann J. Pierrehumbert Hinrich Schütze 36 0 0 14 Dec 2022
Better Hit the Nail on the Head than Beat around the Bush: Removing Protected Attributes with a Single Projection P. Haghighatkhah Antske Fokkens Pia Sommerauer Bettina Speckmann Kevin Verbeek 32 10 0 08 Dec 2022
Undesirable Biases in NLP: Addressing Challenges of Measurement Oskar van der Wal Dominik Bachmann Alina Leidinger L. Maanen Willem H. Zuidema K. Schulz 25 6 0 24 Nov 2022
Conceptor-Aided Debiasing of Large Language Models Yifei Li Lyle Ungar João Sedoc 14 4 0 20 Nov 2022
Mind Your Bias: A Critical Review of Bias Detection Methods for Contextual Language Models Silke Husse Andreas Spitz 28 6 0 15 Nov 2022
Does Debiasing Inevitably Degrade the Model Performance Yiran Liu Xiao-Yang Liu Haotian Chen Yang Yu 38 2 0 14 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
Choose Your Lenses: Flaws in Gender Bias Evaluation Hadas Orgad Yonatan Belinkov 27 35 0 20 Oct 2022
Systematic Evaluation of Predictive Fairness Xudong Han Aili Shen Trevor Cohn Timothy Baldwin Lea Frermann 32 7 0 17 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
InterFair: Debiasing with Natural Language Feedback for Fair Interpretable Predictions Bodhisattwa Prasad Majumder Zexue He Julian McAuley 21 5 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
Social-Group-Agnostic Word Embedding Debiasing via the Stereotype Content Model Ali Omrani Brendan Kennedy M. Atari Morteza Dehghani 29 1 0 11 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
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
Closing the Gender Wage Gap: Adversarial Fairness in Job Recommendation Clara Rus Jeffrey Luppes Harrie Oosterhuis Gido Schoenmacker FaML 54 12 0 20 Sep 2022
Efficient Gender Debiasing of Pre-trained Indic Language Models Neeraja Kirtane V. Manushree Aditya Kane 16 3 0 08 Sep 2022
Debiasing Word Embeddings with Nonlinear Geometry Lu Cheng Nayoung Kim Huan Liu 24 5 0 29 Aug 2022
A methodology to characterize bias and harmful stereotypes in natural language processing in Latin America Laura Alonso Alemany Luciana Benotti Hernán Maina Lucía González Mariela Rajngewerc ... Guido Ivetta Alexia Halvorsen Amanda Rojo M. Bordone Beatriz Busaniche 32 3 0 14 Jul 2022
Word Embedding for Social Sciences: An Interdisciplinary Survey Akira Matsui Emilio Ferrara 21 5 0 07 Jul 2022
Don't Forget About Pronouns: Removing Gender Bias in Language Models Without Losing Factual Gender Information Tomasz Limisiewicz David Marecek 14 18 0 21 Jun 2022
Gender Bias in Word Embeddings: A Comprehensive Analysis of Frequency, Syntax, and Semantics Aylin Caliskan Pimparkar Parth Ajay Tessa E. S. Charlesworth Robert Wolfe M. Banaji CVBM FaML 35 50 0 07 Jun 2022
Toward Understanding Bias Correlations for Mitigation in NLP Lu Cheng Suyu Ge Huan Liu 39 8 0 24 May 2022
Looking for a Handsome Carpenter! Debiasing GPT-3 Job Advertisements Conrad Borchers Dalia Sara Gala Ben Gilburt Eduard Oravkin Wilfried Bounsi Yuki M. Asano Hannah Rose Kirk AI4CE 27 27 0 23 May 2022
How sensitive are translation systems to extra contexts? Mitigating gender bias in Neural Machine Translation models through relevant contexts Shanya Sharma Manan Dey Koustuv Sinha 24 12 0 22 May 2022
How to keep text private? A systematic review of deep learning methods for privacy-preserving natural language processing Samuel Sousa Roman Kern PILM AILaw 25 40 0 20 May 2022
Gender Bias in Meta-Embeddings Masahiro Kaneko Danushka Bollegala Naoaki Okazaki 36 6 0 19 May 2022
Exploiting Social Media Content for Self-Supervised Style Transfer Dana Ruiter Thomas Kleinbauer C. España-Bonet Josef van Genabith Dietrich Klakow 36 2 0 18 May 2022
Towards Debiasing Translation Artifacts Koel Dutta Chowdhury Rricha Jalota C. España-Bonet Josef van Genabith 31 6 0 16 May 2022
Fair NLP Models with Differentially Private Text Encoders Gaurav Maheshwari Pascal Denis Mikaela Keller A. Bellet FedML SILM 36 15 0 12 May 2022
Mitigating Gender Stereotypes in Hindi and Marathi Neeraja Kirtane Tanvi Anand 32 8 0 12 May 2022
Theories of "Gender" in NLP Bias Research Hannah Devinney Jenny Björklund H. Björklund AI4CE 20 66 0 05 May 2022
User-Centric Gender Rewriting Bashar Alhafni Nizar Habash Houda Bouamor 23 10 0 04 May 2022
Visualizing and Explaining Language Models Adrian M. P. Braşoveanu Razvan Andonie MILM VLM 29 4 0 30 Apr 2022
QRelScore: Better Evaluating Generated Questions with Deeper Understanding of Context-aware Relevance Xiaoqiang Wang Bang Liu Siliang Tang Lingfei Wu 30 9 0 29 Apr 2022
Balancing Fairness and Accuracy in Sentiment Detection using Multiple Black Box Models Abdulaziz A. Almuzaini V. Singh MLAU FaML 36 6 0 22 Apr 2022
Towards an Enhanced Understanding of Bias in Pre-trained Neural Language Models: A Survey with Special Emphasis on Affective Bias Anoop Kadan Manjary P.Gangan Deepak P L. LajishV. AI4CE 40 10 0 21 Apr 2022
How Gender Debiasing Affects Internal Model Representations, and Why It Matters Hadas Orgad Seraphina Goldfarb-Tarrant Yonatan Belinkov 26 18 0 14 Apr 2022
Generating Full Length Wikipedia Biographies: The Impact of Gender Bias on the Retrieval-Based Generation of Women Biographies Angela Fan Claire Gardent 27 4 0 12 Apr 2022
Fair and Argumentative Language Modeling for Computational Argumentation Carolin Holtermann Anne Lauscher Simone Paolo Ponzetto 19 21 0 08 Apr 2022
Mapping the Multilingual Margins: Intersectional Biases of Sentiment Analysis Systems in English, Spanish, and Arabic Antonio Camara Nina Taneja Tamjeed Azad Emily Allaway R. Zemel 21 21 0 07 Apr 2022
Question Generation for Reading Comprehension Assessment by Modeling How and What to Ask Bilal Ghanem Lauren Lutz Coleman Julia Rivard Dexter Spencer McIntosh von der Ohe Alona Fyshe AI4Ed 25 27 0 06 Apr 2022
A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning Hugo Elias Berg S. Hall Yash Bhalgat Wonsuk Yang Hannah Rose Kirk Aleksandar Shtedritski Max Bain VLM 25 99 0 22 Mar 2022
Gold Doesn't Always Glitter: Spectral Removal of Linear and Nonlinear Guarded Attribute Information Shun Shao Yftah Ziser Shay B. Cohen AAML 6 25 0 15 Mar 2022
A Survey on Bias and Fairness in Natural Language Processing Rajas Bansal SyDa 17 14 0 06 Mar 2022