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
The Lifecycle of "Facts": A Survey of Social Bias in Knowledge Graphs Angelie Kraft Ricardo Usbeck KELM 79 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 102 46 0 06 Oct 2022
Re-contextualizing Fairness in NLP: The Case of India Shaily Bhatt Sunipa Dev Partha P. Talukdar Shachi Dave Vinodkumar Prabhakaran 110 61 0 25 Sep 2022
Bias at a Second Glance: A Deep Dive into Bias for German Educational Peer-Review Data Modeling Thiemo Wambsganss Vinitra Swamy Roman Rietsche Tanja Käser 114 8 0 21 Sep 2022
Closing the Gender Wage Gap: Adversarial Fairness in Job Recommendation Clara Rus Jeffrey Luppes Harrie Oosterhuis Gido Schoenmacker FaML 83 12 0 20 Sep 2022
Mitigating Representation Bias in Action Recognition: Algorithms and Benchmarks Haodong Duan Yue Zhao Kai-xiang Chen Yu Xiong Dahua Lin 36 7 0 20 Sep 2022
FairGBM: Gradient Boosting with Fairness Constraints André F. Cruz Catarina Belém Sérgio Jesus Joao Bravo Pedro Saleiro P. Bizarro 81 24 0 16 Sep 2022
Fair Inference for Discrete Latent Variable Models Rashidul Islam Shimei Pan James R. Foulds FaML 91 1 0 15 Sep 2022
"Es geht um Respekt, nicht um Technologie": Erkenntnisse aus einem Interessensgruppen-übergreifenden Workshop zu genderfairer Sprache und Sprachtechnologie Sabrina Burtscher Katta Spiel Lukas Daniel Klausner Manuel Lardelli Dagmar Gromann 54 7 0 06 Sep 2022
Debiasing Word Embeddings with Nonlinear Geometry Lu Cheng Nayoung Kim Huan Liu 64 5 0 29 Aug 2022
Sustaining Fairness via Incremental Learning Somnath Basu Roy Chowdhury Snigdha Chaturvedi FaML CLL 82 4 0 25 Aug 2022
TESTSGD: Interpretable Testing of Neural Networks Against Subtle Group Discrimination Mengdi Zhang Jun Sun Jingyi Wang Bing-Jie Sun 69 15 0 24 Aug 2022
Using Large Language Models to Simulate Multiple Humans and Replicate Human Subject Studies Gati Aher RosaI. Arriaga Adam Tauman Kalai 176 405 0 18 Aug 2022
Debiasing Gender Bias in Information Retrieval Models Dhanasekar Sundararaman Vivek Subramanian 58 2 0 02 Aug 2022
Gender bias in (non)-contextual clinical word embeddings for stereotypical medical categories Gizem Sogancioglu Fabian Mijsters Amar van Uden Jelle Peperzak 70 3 0 02 Aug 2022
Towards Fairness-Aware Multi-Objective Optimization Guo-Ding Yu Lianbo Ma W. Du WenLi Du Yaochu Jin FaML 95 7 0 22 Jul 2022
Measuring and signing fairness as performance under multiple stakeholder distributions David Lopez-Paz Diane Bouchacourt Levent Sagun Nicolas Usunier 72 7 0 20 Jul 2022
A Multibias-mitigated and Sentiment Knowledge Enriched Transformer for Debiasing in Multimodal Conversational Emotion Recognition Jinglin Wang Fang Ma Yazhou Zhang Dawei Song 42 4 0 17 Jul 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 76 3 0 14 Jul 2022
Diversity-aware social robots meet people: beyond context-aware embodied AI Carmine Tommaso Recchiuto A. Sgorbissa 34 6 0 12 Jul 2022
FairDistillation: Mitigating Stereotyping in Language Models Pieter Delobelle Bettina Berendt 71 8 0 10 Jul 2022
Probing Classifiers are Unreliable for Concept Removal and Detection Abhinav Kumar Chenhao Tan Amit Sharma AAML 101 25 0 08 Jul 2022
Understanding Instance-Level Impact of Fairness Constraints Jialu Wang Xinze Wang Yang Liu TDI FaML 108 34 0 30 Jun 2022
SoK: Content Moderation in Social Media, from Guidelines to Enforcement, and Research to Practice Mohit Singhal Chen Ling Pujan Paudel Poojitha Thota Nihal Kumarswamy Gianluca Stringhini Shirin Nilizadeh 156 33 0 29 Jun 2022
Is your model predicting the past? Moritz Hardt Michael P. Kim 74 11 0 23 Jun 2022
Classification Utility, Fairness, and Compactness via Tunable Information Bottleneck and Rényi Measures A. Gronowski William Paul F. Alajaji Bahman Gharesifard Philippe Burlina FaML 95 3 0 20 Jun 2022
Characteristics of Harmful Text: Towards Rigorous Benchmarking of Language Models Maribeth Rauh John F. J. Mellor J. Uesato Po-Sen Huang Johannes Welbl ... Amelia Glaese G. Irving Iason Gabriel William S. Isaac Lisa Anne Hendricks 126 52 0 16 Jun 2022
Respect as a Lens for the Design of AI Systems W. Seymour Max Van Kleek Reuben Binns Dave Murray-Rust FaML 37 8 0 15 Jun 2022
Challenges in Applying Explainability Methods to Improve the Fairness of NLP Models Esma Balkir S. Kiritchenko I. Nejadgholi Kathleen C. Fraser 94 37 0 08 Jun 2022
How to Dissect a Muppet: The Structure of Transformer Embedding Spaces Timothee Mickus Denis Paperno Mathieu Constant 91 23 0 07 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 83 53 0 07 Jun 2022
[Re] Badder Seeds: Reproducing the Evaluation of Lexical Methods for Bias Measurement Jille van der Togt Lea Tiyavorabun Matteo Rosati Giulio Starace 35 0 0 03 Jun 2022
Measuring Gender Bias in Word Embeddings of Gendered Languages Requires Disentangling Grammatical Gender Signals Shiva Omrani Sabbaghi Aylin Caliskan 70 9 0 03 Jun 2022
What Changed? Investigating Debiasing Methods using Causal Mediation Analysis Su-Ha Jeoung Jana Diesner CML 70 7 0 01 Jun 2022
Hollywood Identity Bias Dataset: A Context Oriented Bias Analysis of Movie Dialogues Sandhya Singh Prapti Roy Nihar Ranjan Sahoo Niteesh Mallela Himanshu Gupta ... Milind Savagaonkar Nidhi Roshni Ramnani Anutosh Maitra Shubhashis Sengupta 43 14 0 31 May 2022
Attention Flows for General Transformers Niklas Metzger Christopher Hahn Julian Siber Frederik Schmitt Bernd Finkbeiner 67 0 0 30 May 2022
StereoKG: Data-Driven Knowledge Graph Construction for Cultural Knowledge and Stereotypes Awantee V. Deshpande Dana Ruiter Marius Mosbach Dietrich Klakow 42 12 0 27 May 2022
Toward Understanding Bias Correlations for Mitigation in NLP Lu Cheng Suyu Ge Huan Liu 72 9 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 72 29 0 23 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 79 46 0 20 May 2022
Gender Bias in Meta-Embeddings Masahiro Kaneko Danushka Bollegala Naoaki Okazaki 69 6 0 19 May 2022
"I'm sorry to hear that": Finding New Biases in Language Models with a Holistic Descriptor Dataset Eric Michael Smith Melissa Hall Melanie Kambadur Eleonora Presani Adina Williams 110 143 0 18 May 2022
Dialog Inpainting: Turning Documents into Dialogs Zhuyun Dai Arun Tejasvi Chaganty Vincent Zhao Aida Amini Q. Rashid Mike Green Kelvin Guu 77 67 0 18 May 2022
Towards Debiasing Translation Artifacts Koel Dutta Chowdhury Rricha Jalota C. España-Bonet Josef van Genabith 80 6 0 16 May 2022
Assessing the Limits of the Distributional Hypothesis in Semantic Spaces: Trait-based Relational Knowledge and the Impact of Co-occurrences Mark Anderson Jose Camacho-Collados 69 0 0 16 May 2022
Heroes, Villains, and Victims, and GPT-3: Automated Extraction of Character Roles Without Training Data Dominik Stammbach Maria Antoniak Elliott Ash 212 34 0 16 May 2022
Trucks Don't Mean Trump: Diagnosing Human Error in Image Analysis J.D. Zamfirescu-Pereira Jerry Chen Emily Wen Allison Koenecke N. Garg Emma Pierson 63 6 0 15 May 2022
Naturalistic Causal Probing for Morpho-Syntax Afra Amini Tiago Pimentel Clara Meister Ryan Cotterell MILM 144 19 0 14 May 2022
Exploring How Machine Learning Practitioners (Try To) Use Fairness Toolkits Wesley Hanwen Deng Manish Nagireddy M. S. Lee Jatinder Singh Zhiwei Steven Wu Kenneth Holstein Haiyi Zhu 99 97 0 13 May 2022
Mitigating Gender Stereotypes in Hindi and Marathi Neeraja Kirtane Tanvi Anand 61 8 0 12 May 2022