Evaluating the Underlying Gender Bias in Contextualized Word Embeddings

18 April 2019

Papers citing "Evaluating the Underlying Gender Bias in Contextualized Word Embeddings"

38 / 38 papers shown

Title
Mind the Language Gap: Automated and Augmented Evaluation of Bias in LLMs for High- and Low-Resource Languages Alessio Buscemi Cedric Lothritz Sergio Morales Marcos Gomez-Vazquez Robert Clarisó Jordi Cabot German Castignani 31 0 0 19 Apr 2025
Confronting LLMs with Traditional ML: Rethinking the Fairness of Large Language Models in Tabular Classifications Yanchen Liu Srishti Gautam Jiaqi Ma Himabindu Lakkaraju LMTD 24 11 0 23 Oct 2023
Identifying and Adapting Transformer-Components Responsible for Gender Bias in an English Language Model Abhijith Chintam Rahel Beloch Willem H. Zuidema Michael Hanna Oskar van der Wal 28 16 0 19 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
Generative Social Choice Sara Fish Paul Gölz David C. Parkes Ariel D. Procaccia Gili Rusak Itai Shapira Manuel Wüthrich 33 26 0 03 Sep 2023
An Invariant Learning Characterization of Controlled Text Generation Carolina Zheng Claudia Shi Keyon Vafa Amir Feder David M. Blei OOD 38 8 0 31 May 2023
Unsupervised Semantic Variation Prediction using the Distribution of Sibling Embeddings Taichi Aida Danushka Bollegala 23 8 0 15 May 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 15 497 0 21 Mar 2023
The Capacity for Moral Self-Correction in Large Language Models Deep Ganguli Amanda Askell Nicholas Schiefer Thomas I. Liao Kamil.e Lukovsiut.e ... Tom B. Brown C. Olah Jack Clark Sam Bowman Jared Kaplan LRM ReLM 45 159 0 15 Feb 2023
The effects of gender bias in word embeddings on depression prediction Gizem Sogancioglu Heysem Kaya 26 3 0 15 Dec 2022
Human-in-the-Loop Hate Speech Classification in a Multilingual Context Ana Kotarcic Dominik Hangartner Fabrizio Gilardi Selina Kurer K. Donnay 24 2 0 05 Dec 2022
Mind Your Bias: A Critical Review of Bias Detection Methods for Contextual Language Models Silke Husse Andreas Spitz 22 6 0 15 Nov 2022
BERTScore is Unfair: On Social Bias in Language Model-Based Metrics for Text Generation Tianxiang Sun Junliang He Xipeng Qiu Xuanjing Huang 24 44 0 14 Oct 2022
Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned Deep Ganguli Liane Lovitt John Kernion Amanda Askell Yuntao Bai ... Nicholas Joseph Sam McCandlish C. Olah Jared Kaplan Jack Clark 231 446 0 23 Aug 2022
Gender bias in (non)-contextual clinical word embeddings for stereotypical medical categories Gizem Sogancioglu Fabian Mijsters Amar van Uden Jelle Peperzak 27 3 0 02 Aug 2022
Toward Understanding Bias Correlations for Mitigation in NLP Lu Cheng Suyu Ge Huan Liu 36 8 0 24 May 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
Speciesist Language and Nonhuman Animal Bias in English Masked Language Models Masashi Takeshita Rafal Rzepka K. Araki 26 6 0 10 Mar 2022
A study on the distribution of social biases in self-supervised learning visual models Kirill Sirotkin Pablo Carballeira Marcos Escudero-Viñolo 22 18 0 03 Mar 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 64 0 08 Feb 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
Intersectional Bias in Causal Language Models Liam Magee Lida Ghahremanlou K. Soldatić S. Robertson 191 31 0 16 Jul 2021
RedditBias: A Real-World Resource for Bias Evaluation and Debiasing of Conversational Language Models Soumya Barikeri Anne Lauscher Ivan Vulić Goran Glavas 45 178 0 07 Jun 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 16 14 0 18 Apr 2021
Gender Bias in Multilingual Neural Machine Translation: The Architecture Matters Marta R. Costa-jussá Carlos Escolano Christine Basta Javier Ferrando Roser Batlle-Roca Ksenia Kharitonova 19 18 0 24 Dec 2020
Cross-Loss Influence Functions to Explain Deep Network Representations Andrew Silva Rohit Chopra Matthew C. Gombolay TDI 21 15 0 03 Dec 2020
Image Representations Learned With Unsupervised Pre-Training Contain Human-like Biases Ryan Steed Aylin Caliskan SSL 24 156 0 28 Oct 2020
Unmasking Contextual Stereotypes: Measuring and Mitigating BERT's Gender Bias Marion Bartl Malvina Nissim Albert Gatt 22 123 0 27 Oct 2020
RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language Models Samuel Gehman Suchin Gururangan Maarten Sap Yejin Choi Noah A. Smith 37 1,130 0 24 Sep 2020
Investigating Gender Bias in BERT Rishabh Bhardwaj Navonil Majumder Soujanya Poria 33 106 0 10 Sep 2020
Double-Hard Debias: Tailoring Word Embeddings for Gender Bias Mitigation Tianlu Wang Xi Lin Nazneen Rajani Bryan McCann Vicente Ordonez Caimng Xiong CVBM 157 54 0 03 May 2020
Multi-Dimensional Gender Bias Classification Emily Dinan Angela Fan Ledell Yu Wu Jason Weston Douwe Kiela Adina Williams FaML 19 122 0 01 May 2020
Beneath the Tip of the Iceberg: Current Challenges and New Directions in Sentiment Analysis Research Soujanya Poria Devamanyu Hazarika Navonil Majumder Rada Mihalcea 42 207 0 01 May 2020
GeBioToolkit: Automatic Extraction of Gender-Balanced Multilingual Corpus of Wikipedia Biographies Marta R. Costa-jussá P. Lin C. España-Bonet SyDa 23 24 0 10 Dec 2019
Queens are Powerful too: Mitigating Gender Bias in Dialogue Generation Emily Dinan Angela Fan Adina Williams Jack Urbanek Douwe Kiela Jason Weston 27 205 0 10 Nov 2019
Assessing Social and Intersectional Biases in Contextualized Word Representations Y. Tan Elisa Celis FaML 21 223 0 04 Nov 2019
Good Secretaries, Bad Truck Drivers? Occupational Gender Stereotypes in Sentiment Analysis J. Bhaskaran Isha Bhallamudi 24 46 0 24 Jun 2019
Measuring Bias in Contextualized Word Representations Keita Kurita Nidhi Vyas Ayush Pareek A. Black Yulia Tsvetkov 63 445 0 18 Jun 2019