Measuring Fairness with Biased Rulers: A Survey on Quantifying Biases in
Pretrained Language Models

Measuring Fairness with Biased Rulers: A Survey on Quantifying Biases in Pretrained Language Models

14 December 2021

Pieter Delobelle

Bettina Berendt

Papers citing "Measuring Fairness with Biased Rulers: A Survey on Quantifying Biases in Pretrained Language Models"

18 / 18 papers shown

Title
A Note on Bias to Complete Jia Xu Mona Diab 39 1 0 18 Feb 2024
Semantic Properties of cosine based bias scores for word embeddings Sarah Schröder Alexander Schulz Fabian Hinder Barbara Hammer 21 1 0 27 Jan 2024
Exploring Social Bias in Downstream Applications of Text-to-Image Foundation Models Adhithya Saravanan Rafal Kocielnik Roy Jiang P. Han A. Anandkumar 16 7 0 05 Dec 2023
Selecting Shots for Demographic Fairness in Few-Shot Learning with Large Language Models Carlos Alejandro Aguirre Kuleen Sasse Isabel Cachola Mark Dredze 16 1 0 14 Nov 2023
Evaluating Bias and Fairness in Gender-Neutral Pretrained Vision-and-Language Models Laura Cabello Emanuele Bugliarello Stephanie Brandl Desmond Elliott 16 7 0 26 Oct 2023
TrustGPT: A Benchmark for Trustworthy and Responsible Large Language Models Yue Huang Qihui Zhang Philip S. Y Lichao Sun 11 46 0 20 Jun 2023
On the Independence of Association Bias and Empirical Fairness in Language Models Laura Cabello Anna Katrine van Zee Anders Søgaard 16 25 0 20 Apr 2023
In-Depth Look at Word Filling Societal Bias Measures Matúš Pikuliak Ivana Benová Viktor Bachratý 13 9 0 24 Feb 2023
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 26 11 0 10 Nov 2022
Bridging Fairness and Environmental Sustainability in Natural Language Processing Marius Hessenthaler Emma Strubell Dirk Hovy Anne Lauscher 11 8 0 08 Nov 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 14 9 0 05 Nov 2022
Choose Your Lenses: Flaws in Gender Bias Evaluation Hadas Orgad Yonatan Belinkov 20 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 14 41 0 06 Oct 2022
Debiasing Word Embeddings with Nonlinear Geometry Lu Cheng Nayoung Kim Huan Liu 11 5 0 29 Aug 2022
FairDistillation: Mitigating Stereotyping in Language Models Pieter Delobelle Bettina Berendt 20 8 0 10 Jul 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 62 128 0 18 May 2022
RobBERTje: a Distilled Dutch BERT Model Pieter Delobelle Thomas Winters Bettina Berendt 8 14 0 28 Apr 2022
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 228 29,632 0 16 Jan 2013