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"

50 / 778 papers shown

Title
Individual Fairness Guarantees for Neural Networks Elias Benussi A. Patané Matthew Wicker Luca Laurenti Marta Kwiatkowska University of Oxford 70 22 0 11 May 2022
How Platform-User Power Relations Shape Algorithmic Accountability: A Case Study of Instant Loan Platforms and Financially Stressed Users in India Divya Ramesh Vaishnav Kameswaran Ding-wen Wang Nithya Sambasivan 76 36 0 11 May 2022
Richer Countries and Richer Representations Kaitlyn Zhou Kawin Ethayarajh Dan Jurafsky 80 9 0 10 May 2022
Problems with Cosine as a Measure of Embedding Similarity for High Frequency Words Kaitlyn Zhou Kawin Ethayarajh Dallas Card Dan Jurafsky 94 69 0 10 May 2022
Theories of "Gender" in NLP Bias Research Hannah Devinney Jenny Björklund H. Björklund AI4CE 116 77 0 05 May 2022
Subverting Fair Image Search with Generative Adversarial Perturbations A. Ghosh Matthew Jagielski Chris L. Wilson 89 7 0 05 May 2022
Data Governance in the Age of Large-Scale Data-Driven Language Technology Yacine Jernite Huu Nguyen Stella Biderman A. Rogers Maraim Masoud ... Jorg Frohberg Aaron Gokaslan Peter Henderson Rishi Bommasani Margaret Mitchell 78 53 0 04 May 2022
Assessing Dataset Bias in Computer Vision Athiya Deviyani CVBM 56 9 0 03 May 2022
Gender Bias in Masked Language Models for Multiple Languages Masahiro Kaneko Aizhan Imankulova Danushka Bollegala Naoaki Okazaki 108 64 0 01 May 2022
Domain Adaptation meets Individual Fairness. And they get along Debarghya Mukherjee Felix Petersen Mikhail Yurochkin Yuekai Sun FaML 82 16 0 01 May 2022
Conceptualizing Treatment Leakage in Text-based Causal Inference Adel Daoud Connor Jerzak Richard Johansson CML 65 9 0 01 May 2022
Detoxifying Language Models with a Toxic Corpus Yoon A Park Frank Rudzicz 70 6 0 30 Apr 2022
Fairness in Graph Mining: A Survey Yushun Dong Jing Ma Song Wang Chen Chen Jundong Li FaML 214 115 0 21 Apr 2022
An Attention-Based Model for Predicting Contextual Informativeness and Curriculum Learning Applications Sungjin Nam David Jurgens Gwen Frishkoff Kevyn Collins-Thompson 114 0 0 21 Apr 2022
The Equity Framework: Fairness Beyond Equalized Predictive Outcomes Keziah Naggita J. C. Aguma FaML 66 3 0 18 Apr 2022
Identifying and Measuring Token-Level Sentiment Bias in Pre-trained Language Models with Prompts Apoorv Garg Deval Srivastava Zhiyang Xu Lifu Huang 29 5 0 15 Apr 2022
How Gender Debiasing Affects Internal Model Representations, and Why It Matters Hadas Orgad Seraphina Goldfarb-Tarrant Yonatan Belinkov 80 18 0 14 Apr 2022
Fair Algorithm Design: Fair and Efficacious Machine Scheduling April Niu Agnes Totschnig A. Vetta FaML 67 3 0 13 Apr 2022
Fair and Argumentative Language Modeling for Computational Argumentation Carolin Holtermann Anne Lauscher Simone Paolo Ponzetto 73 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 81 21 0 07 Apr 2022
VALUE: Understanding Dialect Disparity in NLU Caleb Ziems Jiaao Chen Camille Harris J. Anderson Diyi Yang ELM 131 44 0 06 Apr 2022
Quantifying Societal Bias Amplification in Image Captioning Yusuke Hirota Yuta Nakashima Noa Garcia 76 48 0 29 Mar 2022
Gender and Racial Stereotype Detection in Legal Opinion Word Embeddings S. Matthews John Stephen Hudzina Dawn Sepehr AILaw FaML 61 13 0 24 Mar 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 66 54 0 23 Mar 2022
A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning Hugo Elias Berg Elizaveta Semenova Yash Bhalgat Wonsuk Yang Hannah Rose Kirk Aleksandar Shtedritski Max Bain VLM 108 101 0 22 Mar 2022
Suum Cuique: Studying Bias in Taboo Detection with a Community Perspective Osama Khalid Jonathan Rusert P. Srinivasan 30 1 0 22 Mar 2022
Challenges and Strategies in Cross-Cultural NLP Daniel Hershcovich Stella Frank Heather Lent Miryam de Lhoneux Mostafa Abdou ... Ruixiang Cui Constanza Fierro Katerina Margatina Phillip Rust Anders Søgaard 132 182 0 18 Mar 2022
Gold Doesn't Always Glitter: Spectral Removal of Linear and Nonlinear Guarded Attribute Information Shun Shao Yftah Ziser Shay B. Cohen AAML 78 30 0 15 Mar 2022
The Ghost in the Machine has an American accent: value conflict in GPT-3 Rebecca Lynn Johnson Giada Pistilli Natalia Menédez-González Leslye Denisse Dias Duran Enrico Panai Julija Kalpokienė D. Bertulfo 106 90 0 15 Mar 2022
Sense Embeddings are also Biased--Evaluating Social Biases in Static and Contextualised Sense Embeddings Yi Zhou Masahiro Kaneko Danushka Bollegala 68 23 0 14 Mar 2022
Speciesist Language and Nonhuman Animal Bias in English Masked Language Models Masashi Takeshita Rafal Rzepka K. Araki 88 7 0 10 Mar 2022
A Survey on Bias and Fairness in Natural Language Processing Rajas Bansal SyDa 57 14 0 06 Mar 2022
From Unstructured Text to Causal Knowledge Graphs: A Transformer-Based Approach Scott E. Friedman Ian H. Magnusson Vasanth Sarathy Sonja Schmer-Galunder NAI 49 11 0 23 Feb 2022
Speciesist bias in AI -- How AI applications perpetuate discrimination and unfair outcomes against animals Thilo Hagendorff L. Bossert Yip Fai Tse P. Singer FaML 77 40 0 22 Feb 2022
textless-lib: a Library for Textless Spoken Language Processing Eugene Kharitonov Jade Copet Kushal Lakhotia Tu Nguyen Paden Tomasello ... A. Elkahky Wei-Ning Hsu Abdel-rahman Mohamed Emmanuel Dupoux Yossi Adi 124 34 0 15 Feb 2022
XAI for Transformers: Better Explanations through Conservative Propagation Ameen Ali Thomas Schnake Oliver Eberle G. Montavon Klaus-Robert Muller Lior Wolf FAtt 93 96 0 15 Feb 2022
Improving Generalization via Uncertainty Driven Perturbations Matteo Pagliardini Gilberto Manunza Martin Jaggi Michael I. Jordan Tatjana Chavdarova AAML AI4CE 85 4 0 11 Feb 2022
Red Teaming Language Models with Language Models Ethan Perez Saffron Huang Francis Song Trevor Cai Roman Ring John Aslanides Amelia Glaese Nat McAleese G. Irving AAML 235 672 0 07 Feb 2022
Emblaze: Illuminating Machine Learning Representations through Interactive Comparison of Embedding Spaces Venkatesh Sivaraman Yiwei Wu Adam Perer 82 22 0 05 Feb 2022
Fairness for Text Classification Tasks with Identity Information Data Augmentation Methods Mohit Wadhwa Mohan Bhambhani Ashvini Jindal Uma Sawant Ramanujam Madhavan 46 4 0 04 Feb 2022
Context-Aware Discrimination Detection in Job Vacancies using Computational Language Models S. Vethman A. Adhikari M. D. Boer J. V. Genabeek C. Veenman 46 2 0 02 Feb 2022
Learning Fair Representations via Rate-Distortion Maximization Somnath Basu Roy Chowdhury Snigdha Chaturvedi FaML 91 14 0 31 Jan 2022
Linear Adversarial Concept Erasure Shauli Ravfogel Michael Twiton Yoav Goldberg Ryan Cotterell KELM 144 64 0 28 Jan 2022
Handling Bias in Toxic Speech Detection: A Survey Tanmay Garg Sarah Masud Tharun Suresh Tanmoy Chakraborty 122 98 0 26 Jan 2022
Text and Code Embeddings by Contrastive Pre-Training Arvind Neelakantan Tao Xu Raul Puri Alec Radford Jesse Michael Han ... Tabarak Khan Toki Sherbakov Joanne Jang Peter Welinder Lilian Weng SSL AI4TS 396 446 0 24 Jan 2022
Bias in Automated Speaker Recognition Wiebke Toussaint Aaron Yi Ding CVBM 72 44 0 24 Jan 2022
Causal effect of racial bias in data and machine learning algorithms on user persuasiveness & discriminatory decision making: An Empirical Study Kinshuk Sengupta Praveen Ranjan Srivastava 74 6 0 22 Jan 2022
Text Style Transfer for Bias Mitigation using Masked Language Modeling E. Tokpo T. Calders 66 36 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 69 11 0 20 Jan 2022
LaMDA: Language Models for Dialog Applications R. Thoppilan Daniel De Freitas Jamie Hall Noam M. Shazeer Apoorv Kulshreshtha ... Blaise Aguera-Arcas Claire Cui M. Croak Ed H. Chi Quoc Le ALM 156 1,606 0 20 Jan 2022