Unmasking Contextual Stereotypes: Measuring and Mitigating BERT's Gender Bias

27 October 2020

Papers citing "Unmasking Contextual Stereotypes: Measuring and Mitigating BERT's Gender Bias"

50 / 66 papers shown

Title
A Comprehensive Analysis of Large Language Model Outputs: Similarity, Diversity, and Bias Brandon Smith Mohamed Reda Bouadjenek Tahsin Alamgir Kheya Phillip Dawson S. Aryal ALM ELM 26 0 0 14 May 2025
Developing A Framework to Support Human Evaluation of Bias in Generated Free Response Text Jennifer Healey Laurie Byrum Md Nadeem Akhtar Surabhi Bhargava Moumita Sinha 29 0 0 05 May 2025
Assumed Identities: Quantifying Gender Bias in Machine Translation of Ambiguous Occupational Terms Orfeas Menis-Mastromichalakis Giorgos Filandrianos M. Symeonaki Giorgos Stamou 60 0 0 06 Mar 2025
Rethinking LLM Bias Probing Using Lessons from the Social Sciences Kirsten N. Morehouse S. Swaroop Weiwei Pan 45 1 0 28 Feb 2025
Robust Bias Detection in MLMs and its Application to Human Trait Ratings Ingroj Shrestha Louis Tay Padmini Srinivasan 78 0 0 24 Feb 2025
Detecting Linguistic Bias in Government Documents Using Large language Models Milena de Swart Floris den Hengst Jieying Chen 59 0 0 20 Feb 2025
Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs Angelina Wang Michelle Phan Daniel E. Ho Sanmi Koyejo 49 2 0 04 Feb 2025
LangFair: A Python Package for Assessing Bias and Fairness in Large Language Model Use Cases Dylan Bouchard Mohit Singh Chauhan David Skarbrevik Viren Bajaj Zeya Ahmad 38 0 0 06 Jan 2025
Everyone deserves their voice to be heard: Analyzing Predictive Gender Bias in ASR Models Applied to Dutch Speech Data Rik Raes Saskia Lensink Mykola Pechenizkiy 25 0 0 14 Nov 2024
Collapsed Language Models Promote Fairness Jingxuan Xu Wuyang Chen Linyi Li Yao Zhao Yunchao Wei 41 0 0 06 Oct 2024
Are Female Carpenters like Blue Bananas? A Corpus Investigation of Occupation Gender Typicality Da Ju Karen Ulrich Adina Williams 27 2 0 06 Aug 2024
Downstream bias mitigation is all you need Arkadeep Baksi Rahul Singh Tarun Joshi AI4CE 22 0 0 01 Aug 2024
Understanding the Interplay of Scale, Data, and Bias in Language Models: A Case Study with BERT Muhammad Ali Swetasudha Panda Qinlan Shen Michael Wick Ari Kobren MILM 34 3 0 25 Jul 2024
Exploring Bengali Religious Dialect Biases in Large Language Models with Evaluation Perspectives Azmine Toushik Wasi Raima Islam Mst Rafia Islam Taki Hasan Rafi Dong-Kyu Chae 29 3 0 25 Jul 2024
Beyond Binary Gender: Evaluating Gender-Inclusive Machine Translation with Ambiguous Attitude Words Yijie Chen Yijin Liu Fandong Meng Jinan Xu Yufeng Chen Jie Zhou 34 1 0 23 Jul 2024
Evaluating Nuanced Bias in Large Language Model Free Response Answers Jennifer Healey Laurie Byrum Md Nadeem Akhtar Moumita Sinha 33 1 0 11 Jul 2024
Leveraging Large Language Models to Measure Gender Bias in Gendered Languages Erik Derner Sara Sansalvador de la Fuente Yoan Gutiérrez Paloma Moreda Nuria Oliver 27 1 0 19 Jun 2024
The Life Cycle of Large Language Models: A Review of Biases in Education Jinsook Lee Yann Hicke Renzhe Yu Christopher A. Brooks René F. Kizilcec AI4Ed 34 1 0 03 Jun 2024
Large Language Model Bias Mitigation from the Perspective of Knowledge Editing Ruizhe Chen Yichen Li Zikai Xiao Zuo-Qiang Liu KELM 36 13 0 15 May 2024
Fairness in Large Language Models: A Taxonomic Survey Zhibo Chu Zichong Wang Wenbin Zhang AILaw 43 32 0 31 Mar 2024
Potential and Challenges of Model Editing for Social Debiasing Jianhao Yan Futing Wang Yafu Li Yue Zhang KELM 60 9 0 21 Feb 2024
Large Language Models are Geographically Biased Rohin Manvi Samar Khanna Marshall Burke David B. Lobell Stefano Ermon 37 39 0 05 Feb 2024
Multilingual Text-to-Image Generation Magnifies Gender Stereotypes and Prompt Engineering May Not Help You Felix Friedrich Katharina Hämmerl P. Schramowski Manuel Brack Jindrich Libovický Kristian Kersting Alexander M. Fraser EGVM 24 10 0 29 Jan 2024
Multilingual large language models leak human stereotypes across language boundaries Yang Trista Cao Anna Sotnikova Jieyu Zhao Linda X. Zou Rachel Rudinger Hal Daumé PILM 23 10 0 12 Dec 2023
Tackling Bias in Pre-trained Language Models: Current Trends and Under-represented Societies Vithya Yogarajan Gillian Dobbie Te Taka Keegan R. Neuwirth ALM 43 11 0 03 Dec 2023
Evaluating Large Language Models through Gender and Racial Stereotypes Ananya Malik ELM 15 2 0 24 Nov 2023
Benefits and Harms of Large Language Models in Digital Mental Health Munmun De Choudhury Sachin R. Pendse Neha Kumar LM&MA AI4MH 22 41 0 07 Nov 2023
Unlocking Bias Detection: Leveraging Transformer-Based Models for Content Analysis Shaina Raza Oluwanifemi Bamgbose Veronica Chatrath Shardul Ghuge Yan Sidyakin Abdullah Y. Muaad 11 11 0 30 Sep 2023
Bias and Fairness in Large Language Models: A Survey Isabel O. Gallegos Ryan A. Rossi Joe Barrow Md Mehrab Tanjim Sungchul Kim Franck Dernoncourt Tong Yu Ruiyi Zhang Nesreen Ahmed AILaw 19 485 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 41 12 0 24 Aug 2023
Mitigating Bias in Conversations: A Hate Speech Classifier and Debiaser with Prompts Shaina Raza Chen Ding D. Pandya FaML 8 2 0 14 Jul 2023
How Different Is Stereotypical Bias Across Languages? Ibrahim Tolga Ozturk R. Nedelchev C. Heumann Esteban Garces Arias Marius Roger Bernd Bischl Matthias Aßenmacher 20 2 0 14 Jul 2023
Gender Bias in BERT -- Measuring and Analysing Biases through Sentiment Rating in a Realistic Downstream Classification Task Sophie F. Jentzsch Cigdem Turan 13 31 0 27 Jun 2023
Gender Bias in Transformer Models: A comprehensive survey Praneeth Nemani Yericherla Deepak Joel Pallavi Vijay Farhana Ferdousi Liza 24 3 0 18 Jun 2023
Politeness Stereotypes and Attack Vectors: Gender Stereotypes in Japanese and Korean Language Models Victor Steinborn Antonis Maronikolakis Hinrich Schütze 19 0 0 16 Jun 2023
Sociodemographic Bias in Language Models: A Survey and Forward Path Vipul Gupta Pranav Narayanan Venkit Shomir Wilson R. Passonneau 42 20 0 13 Jun 2023
Trade-Offs Between Fairness and Privacy in Language Modeling Cleo Matzken Steffen Eger Ivan Habernal SILM 39 6 0 24 May 2023
On the Independence of Association Bias and Empirical Fairness in Language Models Laura Cabello Anna Katrine van Zee Anders Søgaard 24 25 0 20 Apr 2023
Measuring Gender Bias in West Slavic Language Models Sandra Martinková Karolina Stañczak Isabelle Augenstein 15 8 0 12 Apr 2023
Language Model Behavior: A Comprehensive Survey Tyler A. Chang Benjamin Bergen VLM LRM LM&MA 27 103 0 20 Mar 2023
Logic Against Bias: Textual Entailment Mitigates Stereotypical Sentence Reasoning Hongyin Luo James R. Glass NAI 21 7 0 10 Mar 2023
BiasTestGPT: Using ChatGPT for Social Bias Testing of Language Models Rafal Kocielnik Shrimai Prabhumoye Vivian Zhang Roy Jiang R. Alvarez Anima Anandkumar 30 6 0 14 Feb 2023
SensePOLAR: Word sense aware interpretability for pre-trained contextual word embeddings Jan Engler Sandipan Sikdar Marlene Lutz M. Strohmaier 24 7 0 11 Jan 2023
Can Current Task-oriented Dialogue Models Automate Real-world Scenarios in the Wild? Sang-Woo Lee Sungdong Kim Donghyeon Ko Dong-hyun Ham Youngki Hong ... Wangkyo Jung Kyunghyun Cho Donghyun Kwak H. Noh W. Park 41 1 0 20 Dec 2022
HERB: Measuring Hierarchical Regional Bias in Pre-trained Language Models Yizhi Li Ge Zhang Bohao Yang Chenghua Lin Shi Wang Anton Ragni Jie Fu 22 9 0 05 Nov 2022
MABEL: Attenuating Gender Bias using Textual Entailment Data Jacqueline He Mengzhou Xia C. Fellbaum Danqi Chen 19 32 0 26 Oct 2022
Detecting Unintended Social Bias in Toxic Language Datasets Nihar Ranjan Sahoo Himanshu Gupta P. Bhattacharyya 13 17 0 21 Oct 2022
Choose Your Lenses: Flaws in Gender Bias Evaluation Hadas Orgad Yonatan Belinkov 27 35 0 20 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 18 41 0 06 Oct 2022
Efficient Gender Debiasing of Pre-trained Indic Language Models Neeraja Kirtane V. Manushree Aditya Kane 6 3 0 08 Sep 2022