Gender Bias in Contextualized Word Embeddings

5 April 2019

Papers citing "Gender Bias in Contextualized Word Embeddings"

50 / 241 papers shown

Title
Debiasing Word Embeddings with Nonlinear Geometry Lu Cheng Nayoung Kim Huan Liu 24 5 0 29 Aug 2022
The Birth of Bias: A case study on the evolution of gender bias in an English language model Oskar van der Wal Jaap Jumelet K. Schulz Willem H. Zuidema 32 16 0 21 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 32 3 0 14 Jul 2022
Gender Biases and Where to Find Them: Exploring Gender Bias in Pre-Trained Transformer-based Language Models Using Movement Pruning Przemyslaw K. Joniak Akiko Aizawa 16 27 0 06 Jul 2022
Counterfactually Measuring and Eliminating Social Bias in Vision-Language Pre-training Models Yi Zhang Junyan Wang Jitao Sang 24 27 0 03 Jul 2022
Towards Lexical Gender Inference: A Scalable Methodology using Online Databases Marion Bartl Susan Leavy 36 1 0 28 Jun 2022
Challenges in Applying Explainability Methods to Improve the Fairness of NLP Models Esma Balkir S. Kiritchenko I. Nejadgholi Kathleen C. Fraser 21 36 0 08 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
Modular and On-demand Bias Mitigation with Attribute-Removal Subnetworks Lukas Hauzenberger Shahed Masoudian Deepak Kumar Markus Schedl Navid Rekabsaz 30 17 0 30 May 2022
DisinfoMeme: A Multimodal Dataset for Detecting Meme Intentionally Spreading Out Disinformation Jingnong Qu Liunian Harold Li Jieyu Zhao Sunipa Dev Kai-Wei Chang 21 12 0 25 May 2022
Toward Understanding Bias Correlations for Mitigation in NLP Lu Cheng Suyu Ge Huan Liu 39 8 0 24 May 2022
On Measuring Social Biases in Prompt-Based Multi-Task Learning Afra Feyza Akyürek Sejin Paik Muhammed Yusuf Kocyigit S. Akbiyik cSerife Leman Runyun Derry Wijaya ALM 41 14 0 23 May 2022
Conditional Supervised Contrastive Learning for Fair Text Classification Jianfeng Chi Will Shand Yaodong Yu Kai-Wei Chang Han Zhao Yuan Tian FaML 49 14 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 27 11 0 22 May 2022
Gender Bias in Meta-Embeddings Masahiro Kaneko Danushka Bollegala Naoaki Okazaki 36 6 0 19 May 2022
Towards Understanding Gender-Seniority Compound Bias in Natural Language Generation Samhita Honnavalli Aesha Parekh Li-hsueh Ou Sophie Groenwold Sharon Levy Vicente Ordonez William Yang Wang 28 4 0 19 May 2022
Disentangling Active and Passive Cosponsorship in the U.S. Congress Giuseppe Russo Christoph Gote L. Brandenberger Sophia Schlosser F. Schweitzer LLMSV AI4CE 34 7 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 79 130 0 18 May 2022
Theories of "Gender" in NLP Bias Research Hannah Devinney Jenny Björklund H. Björklund AI4CE 20 66 0 05 May 2022
Detoxifying Language Models with a Toxic Corpus Yoon A Park Frank Rudzicz 27 6 0 30 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 43 10 0 21 Apr 2022
You Are What You Write: Preserving Privacy in the Era of Large Language Models Richard Plant V. Giuffrida Dimitra Gkatzia PILM 38 19 0 20 Apr 2022
Analyzing Gender Representation in Multilingual Models Hila Gonen Shauli Ravfogel Yoav Goldberg 25 11 0 20 Apr 2022
Identifying and Measuring Token-Level Sentiment Bias in Pre-trained Language Models with Prompts Apoorv Garg Deval Srivastava Zhiyang Xu Lifu Huang 16 5 0 15 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
Fair and Argumentative Language Modeling for Computational Argumentation Carolin Holtermann Anne Lauscher Simone Paolo Ponzetto 24 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
On the Intrinsic and Extrinsic Fairness Evaluation Metrics for Contextualized Language Representations Yang Trista Cao Yada Pruksachatkun Kai-Wei Chang Rahul Gupta Varun Kumar Jwala Dhamala Aram Galstyan 16 92 0 25 Mar 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
On Robust Prefix-Tuning for Text Classification Zonghan Yang Yang Liu VLM 26 20 0 19 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 43 163 0 18 Mar 2022
Speciesist Language and Nonhuman Animal Bias in English Masked Language Models Masashi Takeshita Rafal Rzepka K. Araki 31 6 0 10 Mar 2022
Towards Identifying Social Bias in Dialog Systems: Frame, Datasets, and Benchmarks Jingyan Zhou Deng Jiawen Fei Mi Yitong Li Yasheng Wang Minlie Huang Xin Jiang Qun Liu Helen Meng 33 31 0 16 Feb 2022
Exploring the Limits of Domain-Adaptive Training for Detoxifying Large-Scale Language Models Wei Ping Ming-Yu Liu Chaowei Xiao P. Xu M. Patwary M. Shoeybi Bo-wen Li Anima Anandkumar Bryan Catanzaro 25 65 0 08 Feb 2022
Counterfactual Multi-Token Fairness in Text Classification P. Lohia 21 3 0 08 Feb 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 50 1,561 0 20 Jan 2022
Unintended Bias in Language Model-driven Conversational Recommendation Tianshu Shen Jiaru Li Mohamed Reda Bouadjenek Zheda Mai Scott Sanner 17 7 0 17 Jan 2022
Pretty Princess vs. Successful Leader: Gender Roles in Greeting Card Messages Jiao Sun Tongshuang Wu Yue Jiang Ronil Awalegaonkar Xi Lin Diyi Yang 15 8 0 28 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
Ethical and social risks of harm from Language Models Laura Weidinger John F. J. Mellor Maribeth Rauh Conor Griffin J. Uesato ... Lisa Anne Hendricks William S. Isaac Sean Legassick G. Irving Iason Gabriel PILM 35 985 0 08 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
SynthBio: A Case Study in Human-AI Collaborative Curation of Text Datasets Ann Yuan Daphne Ippolito Vitaly Nikolaev Chris Callison-Burch Andy Coenen Sebastian Gehrmann SyDa 112 20 0 11 Nov 2021
A Word on Machine Ethics: A Response to Jiang et al. (2021) Zeerak Talat Hagen Blix Josef Valvoda M. I. Ganesh Ryan Cotterell Adina Williams SyDa FaML 96 38 0 07 Nov 2021
Feature and Label Embedding Spaces Matter in Addressing Image Classifier Bias William Thong Cees G. M. Snoek 25 14 0 27 Oct 2021
Fairness in Missing Data Imputation Yiliang Zhang Q. Long 36 12 0 22 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 35 4 0 11 Oct 2021
Sustainable Modular Debiasing of Language Models Anne Lauscher Tobias Lüken Goran Glavas 55 120 0 08 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