On Measuring Social Biases in Sentence Encoders

25 March 2019

Papers citing "On Measuring Social Biases in Sentence Encoders"

50 / 367 papers shown

Title
Mind Your Bias: A Critical Review of Bias Detection Methods for Contextual Language Models Silke Husse Andreas Spitz 6 6 0 15 Nov 2022
Does Debiasing Inevitably Degrade the Model Performance Yiran Liu Xiao-Yang Liu Haotian Chen Yang Yu 23 2 0 14 Nov 2022
Debiasing Methods for Fairer Neural Models in Vision and Language Research: A Survey Otávio Parraga Martin D. Móre C. M. Oliveira Nathan Gavenski L. S. Kupssinskü Adilson Medronha L. V. Moura Gabriel S. Simões Rodrigo C. Barros 34 11 0 10 Nov 2022
ADEPT: A DEbiasing PrompT Framework Ke Yang Charles Yu Yi Ren Fung Manling Li Heng Ji 11 23 0 10 Nov 2022
SocioProbe: What, When, and Where Language Models Learn about Sociodemographics Anne Lauscher Federico Bianchi Samuel R. Bowman Dirk Hovy 19 7 0 08 Nov 2022
Bridging Fairness and Environmental Sustainability in Natural Language Processing Marius Hessenthaler Emma Strubell Dirk Hovy Anne Lauscher 16 8 0 08 Nov 2022
Sentiment Classification of Code-Switched Text using Pre-trained Multilingual Embeddings and Segmentation Saurav K. Aryal H. Prioleau Gloria J. Washington 11 2 0 29 Oct 2022
MABEL: Attenuating Gender Bias using Textual Entailment Data Jacqueline He Mengzhou Xia C. Fellbaum Danqi Chen 11 32 0 26 Oct 2022
Detecting Unintended Social Bias in Toxic Language Datasets Nihar Ranjan Sahoo Himanshu Gupta P. Bhattacharyya 11 17 0 21 Oct 2022
Choose Your Lenses: Flaws in Gender Bias Evaluation Hadas Orgad Yonatan Belinkov 22 35 0 20 Oct 2022
Social Biases in Automatic Evaluation Metrics for NLG Mingqi Gao Xiaojun Wan 17 3 0 17 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 8 25 0 13 Oct 2022
Sociotechnical Harms of Algorithmic Systems: Scoping a Taxonomy for Harm Reduction Renee Shelby Shalaleh Rismani Kathryn Henne AJung Moon Negar Rostamzadeh ... N'Mah Yilla-Akbari Jess Gallegos A. Smart Emilio Garcia Gurleen Virk 34 188 0 11 Oct 2022
Quantifying Social Biases Using Templates is Unreliable P. Seshadri Pouya Pezeshkpour Sameer Singh 49 33 0 09 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
Debiasing isn't enough! -- On the Effectiveness of Debiasing MLMs and their Social Biases in Downstream Tasks Masahiro Kaneko Danushka Bollegala Naoaki Okazaki 14 41 0 06 Oct 2022
Debiasing Word Embeddings with Nonlinear Geometry Lu Cheng Nayoung Kim Huan Liu 16 5 0 29 Aug 2022
Learning Dynamic Contextualised Word Embeddings via Template-based Temporal Adaptation Xiaohang Tang Yi Zhou Danushka Bollegala 16 6 0 23 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 24 16 0 21 Jul 2022
A Multibias-mitigated and Sentiment Knowledge Enriched Transformer for Debiasing in Multimodal Conversational Emotion Recognition Jinglin Wang Fang Ma Yazhou Zhang Dawei Song 13 4 0 17 Jul 2022
FairDistillation: Mitigating Stereotyping in Language Models Pieter Delobelle Bettina Berendt 20 8 0 10 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 6 26 0 06 Jul 2022
Block-SCL: Blocking Matters for Supervised Contrastive Learning in Product Matching Mario Almagro David Jiménez-Cabello Diego Ortego Emilio Almazán Eva Martínez 11 3 0 05 Jul 2022
American == White in Multimodal Language-and-Image AI Robert Wolfe Aylin Caliskan VLM 19 46 0 01 Jul 2022
Theory-Grounded Measurement of U.S. Social Stereotypes in English Language Models Yang Trista Cao Anna Sotnikova Hal Daumé Rachel Rudinger L. Zou 6 46 0 23 Jun 2022
Towards WinoQueer: Developing a Benchmark for Anti-Queer Bias in Large Language Models Virginia K. Felkner Ho-Chun Herbert Chang Eugene Jang Jonathan May OSLM 16 8 0 23 Jun 2022
Fewer Errors, but More Stereotypes? The Effect of Model Size on Gender Bias Yarden Tal Inbal Magar Roy Schwartz 9 33 0 20 Jun 2022
What Changed? Investigating Debiasing Methods using Causal Mediation Analysis Su-Ha Jeoung Jana Diesner CML 11 7 0 01 Jun 2022
Hollywood Identity Bias Dataset: A Context Oriented Bias Analysis of Movie Dialogues Sandhya Singh Prapti Roy Nihar Ranjan Sahoo Niteesh Mallela Himanshu Gupta ... Milind Savagaonkar Nidhi Roshni Ramnani Anutosh Maitra Shubhashis Sengupta 17 13 0 31 May 2022
Less Learn Shortcut: Analyzing and Mitigating Learning of Spurious Feature-Label Correlation Yanrui Du Jing Yang Yan Chen Jing Liu Sendong Zhao Qiaoqiao She Huaqin Wu Haifeng Wang Bing Qin 22 9 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
Markedness in Visual Semantic AI Robert Wolfe Aylin Caliskan VLM 16 35 0 23 May 2022
Evidence for Hypodescent in Visual Semantic AI Robert Wolfe M. Banaji Aylin Caliskan VLM 25 36 0 22 May 2022
How to keep text private? A systematic review of deep learning methods for privacy-preserving natural language processing Samuel Sousa Roman Kern PILM AILaw 6 39 0 20 May 2022
Gender Bias in Meta-Embeddings Masahiro Kaneko Danushka Bollegala Naoaki Okazaki 32 6 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
Dialog Inpainting: Turning Documents into Dialogs Zhuyun Dai Arun Tejasvi Chaganty Vincent Zhao Aida Amini Q. Rashid Mike Green Kelvin Guu 16 63 0 18 May 2022
Theories of "Gender" in NLP Bias Research Hannah Devinney Jenny Björklund H. Björklund AI4CE 13 65 0 05 May 2022
Gender Bias in Masked Language Models for Multiple Languages Masahiro Kaneko Aizhan Imankulova Danushka Bollegala Naoaki Okazaki 12 61 0 01 May 2022
RobBERTje: a Distilled Dutch BERT Model Pieter Delobelle Thomas Winters Bettina Berendt 16 14 0 28 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 25 10 0 21 Apr 2022
Analyzing Gender Representation in Multilingual Models Hila Gonen Shauli Ravfogel Yoav Goldberg 10 11 0 20 Apr 2022
How Gender Debiasing Affects Internal Model Representations, and Why It Matters Hadas Orgad Seraphina Goldfarb-Tarrant Yonatan Belinkov 13 18 0 14 Apr 2022
What do Toothbrushes do in the Kitchen? How Transformers Think our World is Structured Alexander Henlein Alexander Mehler 17 6 0 12 Apr 2022
Fair and Argumentative Language Modeling for Computational Argumentation Carolin Holtermann Anne Lauscher Simone Paolo Ponzetto 11 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 11 21 0 07 Apr 2022
Probing Pre-Trained Language Models for Cross-Cultural Differences in Values Arnav Arora Lucie-Aimée Kaffee Isabelle Augenstein VLM 23 121 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 17 99 0 22 Mar 2022
Mitigating Gender Bias in Machine Translation through Adversarial Learning Eve Fleisig C. Fellbaum 12 9 0 20 Mar 2022