Assessing Social and Intersectional Biases in Contextualized Word Representations

Neural Information Processing Systems (NeurIPS), 2019

4 November 2019

Papers citing "Assessing Social and Intersectional Biases in Contextualized Word Representations"

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Title
Survey of Social Bias in Vision-Language Models Nayeon Lee Yejin Bang Holy Lovenia Samuel Cahyawijaya Wenliang Dai Pascale Fung VLM 345 29 0 24 Sep 2023
Bias and Fairness in Large Language Models: A SurveyComputational Linguistics (CL), 2023 Isabel O. Gallegos Ryan Rossi Joe Barrow Md Mehrab Tanjim Sungchul Kim Franck Dernoncourt Tong Yu Ruiyi Zhang Nesreen Ahmed AILaw 374 869 0 02 Sep 2023
CALM : A Multi-task Benchmark for Comprehensive Assessment of Language Model Bias Vipul Gupta Pranav Narayanan Venkit Hugo Laurenccon Shomir Wilson R. Passonneau 316 17 0 24 Aug 2023
A Survey on Fairness in Large Language Models Yingji Li Mengnan Du Rui Song Xin Wang Ying Wang ALM 354 97 0 20 Aug 2023
Evaluating Biased Attitude Associations of Language Models in an Intersectional ContextAAAI/ACM Conference on AI, Ethics, and Society (AIES), 2023 Shiva Omrani Sabbaghi Robert Wolfe Aylin Caliskan 181 29 0 07 Jul 2023
Gender Bias in BERT -- Measuring and Analysing Biases through Sentiment Rating in a Realistic Downstream Classification Task Sophie F. Jentzsch Cigdem Turan 152 41 0 27 Jun 2023
Sociodemographic Bias in Language Models: A Survey and Forward Path Vipul Gupta Pranav Narayanan Venkit Shomir Wilson R. Passonneau 414 34 0 13 Jun 2023
Bias Against 93 Stigmatized Groups in Masked Language Models and Downstream Sentiment Classification TasksConference on Fairness, Accountability and Transparency (FAccT), 2023 Katelyn Mei Sonia Fereidooni Aylin Caliskan 188 74 0 08 Jun 2023
Marked Personas: Using Natural Language Prompts to Measure Stereotypes in Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Myra Cheng Esin Durmus Dan Jurafsky 217 261 0 29 May 2023
Having Beer after Prayer? Measuring Cultural Bias in Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Tarek Naous Michael Joseph Ryan Alan Ritter Wei Xu 488 134 0 23 May 2023
Language-Agnostic Bias Detection in Language Models with Bias ProbingConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Abdullatif Köksal Omer F. Yalcin Ahmet Akbiyik M. Kilavuz Anna Korhonen Hinrich Schütze 203 3 0 22 May 2023
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple PredictionAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Zhibin Gou Qi Guo Yujiu Yang 191 92 0 22 May 2023
Fair Without Leveling Down: A New Intersectional Fairness DefinitionConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Gaurav Maheshwari A. Bellet Pascal Denis Mikaela Keller FaML 218 2 0 21 May 2023
Measuring Intersectional Biases in Historical DocumentsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Nadav Borenstein Karolina Stañczak Thea Rolskov N. Perez N. Kafer Isabelle Augenstein 154 6 0 21 May 2023
FactKB: Generalizable Factuality Evaluation using Language Models Enhanced with Factual KnowledgeConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Shangbin Feng Vidhisha Balachandran Yuyang Bai Yulia Tsvetkov KELM HILM 284 62 0 14 May 2023
A Survey on Intersectional Fairness in Machine Learning: Notions, Mitigation, and ChallengesInternational Joint Conference on Artificial Intelligence (IJCAI), 2023 Usman Gohar Lu Cheng FaML 218 55 0 11 May 2023
On the Independence of Association Bias and Empirical Fairness in Language ModelsConference on Fairness, Accountability and Transparency (FAccT), 2023 Laura Cabello Anna Katrine van Zee Anders Søgaard 163 35 0 20 Apr 2023
ChatGPT and a New Academic Reality: Artificial Intelligence-Written Research Papers and the Ethics of the Large Language Models in Scholarly Publishing Brady Lund Ting Wang Nishith Reddy Mannuru Bing Nie S. Shimray Ziang Wang AI4CE 233 662 0 21 Mar 2023
Fairness in Language Models Beyond English: Gaps and ChallengesFindings (Findings), 2023 Krithika Ramesh Sunayana Sitaram Monojit Choudhury 311 27 0 24 Feb 2023
How Far Can It Go?: On Intrinsic Gender Bias Mitigation for Text ClassificationConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023 E. Tokpo Pieter Delobelle Bettina Berendt T. Calders 151 11 0 30 Jan 2023
Bipol: Multi-axes Evaluation of Bias with Explainability in Benchmark DatasetsRecent Advances in Natural Language Processing (RANLP), 2023 Tosin Adewumi Isabella Sodergren Lama Alkhaled Sana Sabah Sabry F. Liwicki Marcus Liwicki 263 4 0 28 Jan 2023
Vision-Language Models Performing Zero-Shot Tasks Exhibit Gender-based Disparities Melissa Hall Laura Gustafson Aaron B. Adcock Ishan Misra Candace Ross VLM 215 30 0 26 Jan 2023
Blacks is to Anger as Whites is to Joy? Understanding Latent Affective Bias in Large Pre-trained Neural Language ModelsNatural Language Processing Journal (JNLP), 2023 Anoop Kadan P Deepak Sahely Bhadra Manjary P.Gangan L. LajishV. 203 3 0 21 Jan 2023
Trustworthy Social Bias MeasurementAAAI/ACM Conference on AI, Ethics, and Society (AIES), 2022 Rishi Bommasani Abigail Z. Jacobs 227 13 0 20 Dec 2022
Unsupervised Detection of Contextualized Embedding Bias with Application to IdeologyInternational Conference on Machine Learning (ICML), 2022 Valentin Hofmann J. Pierrehumbert Hinrich Schütze 252 1 0 14 Dec 2022
Imagen Editor and EditBench: Advancing and Evaluating Text-Guided Image InpaintingComputer Vision and Pattern Recognition (CVPR), 2022 Su Wang Chitwan Saharia Ceslee Montgomery Jordi Pont-Tuset Shai Noy ... Radu Soricut Jason Baldridge Mohammad Norouzi Peter Anderson William Chan 207 249 0 13 Dec 2022
Training Data Influence Analysis and Estimation: A SurveyMachine-mediated learning (ML), 2022 Zayd Hammoudeh Daniel Lowd TDI 433 144 0 09 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 408 8 0 24 Nov 2022
Conceptor-Aided Debiasing of Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Yifei Li Lyle Ungar João Sedoc 216 7 0 20 Nov 2022
Mind Your Bias: A Critical Review of Bias Detection Methods for Contextual Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Silke Husse Andreas Spitz 213 7 0 15 Nov 2022
Gendered Mental Health Stigma in Masked Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Inna Wanyin Lin Lucille Njoo Anjalie Field Ashish Sharma K. Reinecke Tim Althoff Yulia Tsvetkov AI4MH 200 27 0 27 Oct 2022
BERTScore is Unfair: On Social Bias in Language Model-Based Metrics for Text GenerationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Tianxiang Sun Junliang He Xipeng Qiu Xuanjing Huang 169 63 0 14 Oct 2022
Toxicity in Multilingual Machine Translation at ScaleConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Marta R. Costa-jussá Eric Michael Smith C. Ropers Daniel Licht Jean Maillard Javier Ferrando Carlos Escolano 199 32 0 06 Oct 2022
Debiasing Word Embeddings with Nonlinear GeometryInternational Conference on Computational Linguistics (COLING), 2022 Lu Cheng Nayoung Kim Huan Liu 165 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 282 18 0 21 Jul 2022
FairDistillation: Mitigating Stereotyping in Language Models Pieter Delobelle Bettina Berendt 149 12 0 10 Jul 2022
Markedness in Visual Semantic AIConference on Fairness, Accountability and Transparency (FAccT), 2022 Robert Wolfe Aylin Caliskan VLM 237 41 0 23 May 2022
How to keep text private? A systematic review of deep learning methods for privacy-preserving natural language processingArtificial Intelligence Review (Artif Intell Rev), 2022 Samuel Sousa Roman Kern PILM AILaw 190 58 0 20 May 2022
"I'm sorry to hear that": Finding New Biases in Language Models with a Holistic Descriptor DatasetConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Eric Michael Smith Melissa Hall Melanie Kambadur Eleonora Presani Adina Williams 293 173 0 18 May 2022
Towards Intersectionality in Machine Learning: Including More Identities, Handling Underrepresentation, and Performing EvaluationConference on Fairness, Accountability and Transparency (FAccT), 2022 Angelina Wang V. V. Ramaswamy Olga Russakovsky FaML 175 109 0 10 May 2022
Theories of "Gender" in NLP Bias ResearchConference on Fairness, Accountability and Transparency (FAccT), 2022 Hannah Devinney Jenny Björklund H. Björklund AI4CE 246 87 0 05 May 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 220 16 0 21 Apr 2022
How Gender Debiasing Affects Internal Model Representations, and Why It MattersNorth American Chapter of the Association for Computational Linguistics (NAACL), 2022 Hadas Orgad Seraphina Goldfarb-Tarrant Yonatan Belinkov 180 19 0 14 Apr 2022
A Generative Language Model for Few-shot Aspect-Based Sentiment Analysis Ehsan Hosseini-Asl Wenhao Liu Caiming Xiong 114 27 0 11 Apr 2022
Fair and Argumentative Language Modeling for Computational ArgumentationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Carolin Holtermann Anne Lauscher Simone Paolo Ponzetto 157 25 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 176 23 0 07 Apr 2022
Speciesist Language and Nonhuman Animal Bias in English Masked Language ModelsInformation Processing & Management (IPM), 2022 Masashi Takeshita Rafal Rzepka K. Araki 274 9 0 10 Mar 2022
iSEA: An Interactive Pipeline for Semantic Error Analysis of NLP ModelsInternational Conference on Intelligent User Interfaces (IUI), 2022 Jun Yuan Jesse Vig Nazneen Rajani 173 18 0 08 Mar 2022
Selection in the Presence of Implicit Bias: The Advantage of Intersectional ConstraintsConference on Fairness, Accountability and Transparency (FAccT), 2022 Anay Mehrotra Bary S. R. Pradelski Nisheeth K. Vishnoi 161 12 0 03 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 359 1,769 0 20 Jan 2022

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Assessing Social and Intersectional Biases in Contextualized Word Representations

Papers citing "Assessing Social and Intersectional Biases in Contextualized Word Representations"