Gender Bias in Contextualized Word Embeddings

5 April 2019

Papers citing "Gender Bias in Contextualized Word Embeddings"

50 / 70 papers shown

Title
Gender Encoding Patterns in Pretrained Language Model Representations Mahdi Zakizadeh Mohammad Taher Pilehvar 43 0 0 09 Mar 2025
Collapsed Language Models Promote Fairness Jingxuan Xu Wuyang Chen Linyi Li Yao Zhao Yunchao Wei 39 0 0 06 Oct 2024
Exploring Safety-Utility Trade-Offs in Personalized Language Models Anvesh Rao Vijjini Somnath Basu Roy Chowdhury Snigdha Chaturvedi 35 6 0 17 Jun 2024
MBIAS: Mitigating Bias in Large Language Models While Retaining Context Shaina Raza Ananya Raval Veronica Chatrath 36 6 0 18 May 2024
Quite Good, but Not Enough: Nationality Bias in Large Language Models -- A Case Study of ChatGPT Shucheng Zhu Weikang Wang Ying Liu 29 5 0 11 May 2024
Hire Me or Not? Examining Language Model's Behavior with Occupation Attributes Damin Zhang Yi Zhang Geetanjali Bihani Julia Taylor Rayz 48 2 0 06 May 2024
Measuring Social Biases in Masked Language Models by Proxy of Prediction Quality Rahul Zalkikar Kanchan Chandra 29 1 0 21 Feb 2024
Evaluating Bias and Fairness in Gender-Neutral Pretrained Vision-and-Language Models Laura Cabello Emanuele Bugliarello Stephanie Brandl Desmond Elliott 23 7 0 26 Oct 2023
Will the Prince Get True Love's Kiss? On the Model Sensitivity to Gender Perturbation over Fairytale Texts Christina Chance Da Yin Dakuo Wang Kai-Wei Chang 34 0 0 16 Oct 2023
CMD: a framework for Context-aware Model self-Detoxification Zecheng Tang Keyan Zhou Juntao Li Yuyang Ding Pinzheng Wang Bowen Yan Minzhang MU 23 5 0 16 Aug 2023
Prompt Tuning Pushes Farther, Contrastive Learning Pulls Closer: A Two-Stage Approach to Mitigate Social Biases Yingji Li Mengnan Du Xin Wang Ying Wang 45 26 0 04 Jul 2023
An Empirical Analysis of Parameter-Efficient Methods for Debiasing Pre-Trained Language Models Zhongbin Xie Thomas Lukasiewicz 21 12 0 06 Jun 2023
An Invariant Learning Characterization of Controlled Text Generation Carolina Zheng Claudia Shi Keyon Vafa Amir Feder David M. Blei OOD 22 8 0 31 May 2023
Out-of-Distribution Generalization in Text Classification: Past, Present, and Future Linyi Yang Y. Song Xuan Ren Chenyang Lyu Yidong Wang Lingqiao Liu Jindong Wang Jennifer Foster Yue Zhang OOD 20 2 0 23 May 2023
Debiasing Vision-Language Models via Biased Prompts Ching-Yao Chuang Varun Jampani Yuanzhen Li Antonio Torralba Stefanie Jegelka VLM 28 96 0 31 Jan 2023
A Comprehensive Study of Gender Bias in Chemical Named Entity Recognition Models Xingmeng Zhao A. Niazi Anthony Rios 18 2 0 24 Dec 2022
Mind Your Bias: A Critical Review of Bias Detection Methods for Contextual Language Models Silke Husse Andreas Spitz 14 6 0 15 Nov 2022
Choose Your Lenses: Flaws in Gender Bias Evaluation Hadas Orgad Yonatan Belinkov 27 35 0 20 Oct 2022
Log-linear Guardedness and its Implications Shauli Ravfogel Yoav Goldberg Ryan Cotterell 25 2 0 18 Oct 2022
BERTScore is Unfair: On Social Bias in Language Model-Based Metrics for Text Generation Tianxiang Sun Junliang He Xipeng Qiu Xuanjing Huang 22 44 0 14 Oct 2022
SODAPOP: Open-Ended Discovery of Social Biases in Social Commonsense Reasoning Models Haozhe An Zongxia Li Jieyu Zhao Rachel Rudinger 13 25 0 13 Oct 2022
On the Explainability of Natural Language Processing Deep Models Julia El Zini M. Awad 25 82 0 13 Oct 2022
Toxicity in Multilingual Machine Translation at Scale Marta R. Costa-jussá Eric Michael Smith C. Ropers Daniel Licht Jean Maillard Javier Ferrando Carlos Escolano 22 24 0 06 Oct 2022
What Do Children and Parents Want and Perceive in Conversational Agents? Towards Transparent, Trustworthy, Democratized Agents Jessica Van Brummelen M. Kelleher Mi Tian Nghi Hoang Nguyen 24 9 0 16 Sep 2022
Debiasing Word Embeddings with Nonlinear Geometry Lu Cheng Nayoung Kim Huan Liu 16 5 0 29 Aug 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 24 3 0 14 Jul 2022
Counterfactually Measuring and Eliminating Social Bias in Vision-Language Pre-training Models Yi Zhang Junyan Wang Jitao Sang 14 27 0 03 Jul 2022
Challenges in Applying Explainability Methods to Improve the Fairness of NLP Models Esma Balkir S. Kiritchenko I. Nejadgholi Kathleen C. Fraser 16 36 0 08 Jun 2022
DisinfoMeme: A Multimodal Dataset for Detecting Meme Intentionally Spreading Out Disinformation Jingnong Qu Liunian Harold Li Jieyu Zhao Sunipa Dev Kai-Wei Chang 18 12 0 25 May 2022
Conditional Supervised Contrastive Learning for Fair Text Classification Jianfeng Chi Will Shand Yaodong Yu Kai-Wei Chang Han Zhao Yuan Tian FaML 41 14 0 23 May 2022
Disentangling Active and Passive Cosponsorship in the U.S. Congress Giuseppe Russo Christoph Gote L. Brandenberger Sophia Schlosser F. Schweitzer LLMSV AI4CE 16 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 65 129 0 18 May 2022
Detoxifying Language Models with a Toxic Corpus Yoon A Park Frank Rudzicz 11 6 0 30 Apr 2022
You Are What You Write: Preserving Privacy in the Era of Large Language Models Richard Plant V. Giuffrida Dimitra Gkatzia PILM 15 19 0 20 Apr 2022
Analyzing Gender Representation in Multilingual Models Hila Gonen Shauli Ravfogel Yoav Goldberg 15 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 11 5 0 15 Apr 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 41 162 0 18 Mar 2022
Speciesist Language and Nonhuman Animal Bias in English Masked Language Models Masashi Takeshita Rafal Rzepka K. Araki 24 6 0 10 Mar 2022
Measuring Fairness with Biased Rulers: A Survey on Quantifying Biases in Pretrained Language Models Pieter Delobelle E. Tokpo T. Calders Bettina Berendt 19 25 0 14 Dec 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 104 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 88 39 0 07 Nov 2021
Sustainable Modular Debiasing of Language Models Anne Lauscher Tobias Lüken Goran Glavas 47 120 0 08 Sep 2021
Pulling Up by the Causal Bootstraps: Causal Data Augmentation for Pre-training Debiasing Sindhu C. M. Gowda Shalmali Joshi Haoran Zhang Marzyeh Ghassemi CML 19 8 0 27 Aug 2021
Harms of Gender Exclusivity and Challenges in Non-Binary Representation in Language Technologies Sunipa Dev Masoud Monajatipoor Anaelia Ovalle Arjun Subramonian J. M. Phillips Kai-Wei Chang 17 164 0 27 Aug 2021
Examining Covert Gender Bias: A Case Study in Turkish and English Machine Translation Models Chloe Ciora Nur Iren Malihe Alikhani 19 20 0 23 Aug 2021
Adapting Coreference Resolution for Processing Violent Death Narratives Ankith Uppunda S. Cochran J. Foster Alina Arseniev-Koehler V. Mays Kai-Wei Chang 6 8 0 30 Apr 2021
Causal Learning for Socially Responsible AI Lu Cheng Ahmadreza Mosallanezhad Paras Sheth Huan Liu 63 13 0 25 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 9 14 0 18 Apr 2021
WordBias: An Interactive Visual Tool for Discovering Intersectional Biases Encoded in Word Embeddings Bhavya Ghai Md. Naimul Hoque Klaus Mueller 13 26 0 05 Mar 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 8 180 0 08 Feb 2021