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 / 779 papers shown

Title
Metadata Normalization Mandy Lu Qingyu Zhao Jiequan Zhang K. Pohl L. Fei-Fei Juan Carlos Niebles Ehsan Adeli 70 20 0 19 Apr 2021
Modeling Ideological Salience and Framing in Polarized Online Groups with Graph Neural Networks and Structured Sparsity Valentin Hofmann Xiaowen Dong J. Pierrehumbert Hinrich Schütze 50 15 0 18 Apr 2021
Fair Representation Learning for Heterogeneous Information Networks Huiping Zhuang Rashidul Islam Kamrun Naher Keya James R. Foulds Yangqiu Song Shimei Pan 61 41 0 18 Apr 2021
Worst of Both Worlds: Biases Compound in Pre-trained Vision-and-Language Models Tejas Srinivasan Yonatan Bisk VLM 83 56 0 18 Apr 2021
Improving Gender Translation Accuracy with Filtered Self-Training Prafulla Kumar Choubey Anna Currey Prashant Mathur Georgiana Dinu 38 10 0 15 Apr 2021
Unmasking the Mask -- Evaluating Social Biases in Masked Language Models Masahiro Kaneko Danushka Bollegala 66 72 0 15 Apr 2021
First the worst: Finding better gender translations during beam search D. Saunders Rosie Sallis Bill Byrne 56 28 0 15 Apr 2021
An Interpretability Illusion for BERT Tolga Bolukbasi Adam Pearce Ann Yuan Andy Coenen Emily Reif Fernanda Viégas Martin Wattenberg MILM FAtt 103 82 0 14 Apr 2021
On the Interpretability and Significance of Bias Metrics in Texts: a PMI-based Approach Francisco Valentini Germán Rosati Damián E. Blasi D. Slezak Edgar Altszyler 39 3 0 13 Apr 2021
Gender Bias in Machine Translation Beatrice Savoldi Marco Gaido L. Bentivogli Matteo Negri Marco Turchi 201 209 0 13 Apr 2021
Adapting Language Models for Zero-shot Learning by Meta-tuning on Dataset and Prompt Collections Ruiqi Zhong Kristy Lee Zheng Zhang Dan Klein 173 173 0 10 Apr 2021
VERB: Visualizing and Interpreting Bias Mitigation Techniques for Word Representations Archit Rathore Sunipa Dev J. M. Phillips Vivek Srikumar Yan Zheng Chin-Chia Michael Yeh Junpeng Wang Wei Zhang Bei Wang 80 11 0 06 Apr 2021
What Will it Take to Fix Benchmarking in Natural Language Understanding? Samuel R. Bowman George E. Dahl ELM ALM 78 164 0 05 Apr 2021
Improved and efficient inter-vehicle distance estimation using road gradients of both ego and target vehicles Robik Shrestha Jinkyu Lee Kushal Kafle S. Hwang Il Yong Chun 82 1 0 01 Apr 2021
Lawyers are Dishonest? Quantifying Representational Harms in Commonsense Knowledge Resources Ninareh Mehrabi Pei Zhou Fred Morstatter Jay Pujara Xiang Ren Aram Galstyan AILaw 145 45 0 21 Mar 2021
Gender and Racial Fairness in Depression Research using Social Media Carlos Alejandro Aguirre Keith Harrigian Mark Dredze 122 38 0 18 Mar 2021
RAWLSNET: Altering Bayesian Networks to Encode Rawlsian Fair Equality of Opportunity David Liu Zohair Shafi W. Fleisher Tina Eliassi-Rad Scott Alfeld 49 9 0 16 Mar 2021
AI Fairness via Domain Adaptation Neil J. Joshi Philippe Burlina 46 15 0 15 Mar 2021
DebIE: A Platform for Implicit and Explicit Debiasing of Word Embedding Spaces Niklas Friedrich Anne Lauscher Simone Paolo Ponzetto Goran Glavaš 47 7 0 11 Mar 2021
FairFil: Contrastive Neural Debiasing Method for Pretrained Text Encoders Pengyu Cheng Weituo Hao Siyang Yuan Shijing Si Lawrence Carin 77 105 0 11 Mar 2021
Designing Disaggregated Evaluations of AI Systems: Choices, Considerations, and Tradeoffs Solon Barocas Anhong Guo Ece Kamar J. Krones Meredith Ringel Morris Jennifer Wortman Vaughan Duncan Wadsworth Hanna M. Wallach 80 79 0 10 Mar 2021
AfriVEC: Word Embedding Models for African Languages. Case Study of Fon and Nobiin Bonaventure F. P. Dossou Mohammed Sabry 80 3 0 08 Mar 2021
Large Pre-trained Language Models Contain Human-like Biases of What is Right and Wrong to Do P. Schramowski Cigdem Turan Nico Andersen Constantin Rothkopf Kristian Kersting 120 298 0 08 Mar 2021
Counterfactuals and Causability in Explainable Artificial Intelligence: Theory, Algorithms, and Applications Yu-Liang Chou Catarina Moreira P. Bruza Chun Ouyang Joaquim A. Jorge CML 165 179 0 07 Mar 2021
WordBias: An Interactive Visual Tool for Discovering Intersectional Biases Encoded in Word Embeddings Bhavya Ghai Md. Naimul Hoque Klaus Mueller 84 26 0 05 Mar 2021
Causal Attention for Vision-Language Tasks Xu Yang Hanwang Zhang Guojun Qi Jianfei Cai CML 101 158 0 05 Mar 2021
Image/Video Deep Anomaly Detection: A Survey Bahram Mohammadi M. Fathy Mohammad Sabokrou 61 37 0 02 Mar 2021
Self-Diagnosis and Self-Debiasing: A Proposal for Reducing Corpus-Based Bias in NLP Timo Schick Sahana Udupa Hinrich Schütze 324 389 0 28 Feb 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.1K 30,115 0 26 Feb 2021
Directional Bias Amplification Angelina Wang Olga Russakovsky 79 70 0 24 Feb 2021
A Stochastic Optimization Framework for Fair Risk Minimization Andrew Lowy Sina Baharlouei Rakesh Pavan Meisam Razaviyayn Ahmad Beirami FaML 69 21 0 24 Feb 2021
Probing Multimodal Embeddings for Linguistic Properties: the Visual-Semantic Case Adam Dahlgren Lindström Suna Bensch Johanna Björklund F. Drewes 61 20 0 22 Feb 2021
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 570 1,143 0 17 Feb 2021
Towards generalisable hate speech detection: a review on obstacles and solutions Wenjie Yin A. Zubiaga 186 169 0 17 Feb 2021
Leveraging cross-platform data to improve automated hate speech detection John D. Gallacher 47 4 0 09 Feb 2021
RECAST: Enabling User Recourse and Interpretability of Toxicity Detection Models with Interactive Visualization Austin P. Wright Omar Shaikh Haekyu Park Will Epperson Muhammed Ahmed Stephane Pinel Duen Horng Chau Diyi Yang 44 22 0 08 Feb 2021
Bias Out-of-the-Box: An Empirical Analysis of Intersectional Occupational Biases in Popular Generative Language Models Hannah Rose Kirk Yennie Jun Haider Iqbal Elias Benussi Filippo Volpin F. Dreyer Aleksandar Shtedritski Yuki M. Asano 68 194 0 08 Feb 2021
Symbolic Behaviour in Artificial Intelligence Adam Santoro Andrew Kyle Lampinen Kory W. Mathewson Timothy Lillicrap David Raposo 83 34 0 05 Feb 2021
Achieving Explainability for Plant Disease Classification with Disentangled Variational Autoencoders Harshana Habaragamuwa Y. Oishi Kenichi Tanaka 106 9 0 05 Feb 2021
Fairness for Unobserved Characteristics: Insights from Technological Impacts on Queer Communities Nenad Tomašev Kevin R. McKee Jackie Kay Shakir Mohamed FaML 85 89 0 03 Feb 2021
Soliciting Stakeholders' Fairness Notions in Child Maltreatment Predictive Systems H. Cheng Logan Stapleton Ruiqi Wang Paige E Bullock Alexandra Chouldechova Zhiwei Steven Wu Haiyi Zhu FaML 66 70 0 01 Feb 2021
Machine Translationese: Effects of Algorithmic Bias on Linguistic Complexity in Machine Translation Eva Vanmassenhove D. Shterionov M. Gwilliam 71 102 1 30 Jan 2021
Can We Automate Scientific Reviewing? Weizhe Yuan Pengfei Liu Graham Neubig 168 90 0 30 Jan 2021
Disembodied Machine Learning: On the Illusion of Objectivity in NLP Zeerak Talat Smarika Lulz Joachim Bingel Isabelle Augenstein 167 51 0 28 Jan 2021
BOLD: Dataset and Metrics for Measuring Biases in Open-Ended Language Generation Jwala Dhamala Tony Sun Varun Kumar Satyapriya Krishna Yada Pruksachatkun Kai-Wei Chang Rahul Gupta 102 403 0 27 Jan 2021
Modeling Assumptions Clash with the Real World: Transparency, Equity, and Community Challenges for Student Assignment Algorithms Samantha Robertson Tonya Nguyen Niloufar Salehi 63 66 0 25 Jan 2021
Re-imagining Algorithmic Fairness in India and Beyond Nithya Sambasivan Erin Arnesen Ben Hutchinson Tulsee Doshi Vinodkumar Prabhakaran FaML 114 188 0 25 Jan 2021
Stereotype and Skew: Quantifying Gender Bias in Pre-trained and Fine-tuned Language Models Daniel de Vassimon Manela D. Errington Thomas Fisher B. V. Breugel Pasquale Minervini 54 96 0 24 Jan 2021
Dictionary-based Debiasing of Pre-trained Word Embeddings Masahiro Kaneko Danushka Bollegala FaML 97 38 0 23 Jan 2021
Debiasing Pre-trained Contextualised Embeddings Masahiro Kaneko Danushka Bollegala 269 143 0 23 Jan 2021