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Measuring Bias in Contextualized Word Representations

Measuring Bias in Contextualized Word Representations

18 June 2019
Keita Kurita
Nidhi Vyas
Ayush Pareek
A. Black
Yulia Tsvetkov
ArXivPDFHTML

Papers citing "Measuring Bias in Contextualized Word Representations"

50 / 272 papers shown
Title
A Comprehensive Analysis of Large Language Model Outputs: Similarity, Diversity, and Bias
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
21
0
0
14 May 2025
Developing A Framework to Support Human Evaluation of Bias in Generated Free Response Text
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
Mind the Language Gap: Automated and Augmented Evaluation of Bias in LLMs for High- and Low-Resource Languages
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
26
0
0
19 Apr 2025
On the Effectiveness and Generalization of Race Representations for Debiasing High-Stakes Decisions
On the Effectiveness and Generalization of Race Representations for Debiasing High-Stakes Decisions
Dang Nguyen
Chenhao Tan
32
0
0
07 Apr 2025
GraphSeg: Segmented 3D Representations via Graph Edge Addition and Contraction
GraphSeg: Segmented 3D Representations via Graph Edge Addition and Contraction
Haozhan Tang
Tianyi Zhang
Oliver Kroemer
Matthew Johnson-Roberson
Weiming Zhi
3DPC
57
0
0
04 Apr 2025
The LLM Wears Prada: Analysing Gender Bias and Stereotypes through Online Shopping Data
The LLM Wears Prada: Analysing Gender Bias and Stereotypes through Online Shopping Data
Massimiliano Luca
Ciro Beneduce
Bruno Lepri
Jacopo Staiano
45
0
0
02 Apr 2025
Implicit Bias in LLMs: A Survey
Xinru Lin
Luyang Li
57
0
0
04 Mar 2025
Robust Bias Detection in MLMs and its Application to Human Trait Ratings
Robust Bias Detection in MLMs and its Application to Human Trait Ratings
Ingroj Shrestha
Louis Tay
Padmini Srinivasan
75
0
0
24 Feb 2025
Auto-Search and Refinement: An Automated Framework for Gender Bias Mitigation in Large Language Models
Auto-Search and Refinement: An Automated Framework for Gender Bias Mitigation in Large Language Models
Yue Xu
Chengyan Fu
Li Xiong
Sibei Yang
Wenjie Wang
42
0
0
17 Feb 2025
Improving LLM Group Fairness on Tabular Data via In-Context Learning
Improving LLM Group Fairness on Tabular Data via In-Context Learning
Valeriia Cherepanova
Chia-Jung Lee
Nil-Jana Akpinar
Riccardo Fogliato
Martín Bertrán
Michael Kearns
James Zou
LMTD
68
0
0
05 Dec 2024
Mitigating Gender Bias in Contextual Word Embeddings
Mitigating Gender Bias in Contextual Word Embeddings
Navya Yarrabelly
Vinay Damodaran
Feng-Guang Su
67
0
0
18 Nov 2024
Bias in Large Language Models: Origin, Evaluation, and Mitigation
Yufei Guo
Muzhe Guo
Juntao Su
Zhou Yang
Mengqiu Zhu
Hongfei Li
Mengyang Qiu
Shuo Shuo Liu
AILaw
28
9
0
16 Nov 2024
Revealing and Reducing Gender Biases in Vision and Language Assistants (VLAs)
Revealing and Reducing Gender Biases in Vision and Language Assistants (VLAs)
Leander Girrbach
Yiran Huang
Stephan Alaniz
Trevor Darrell
Zeynep Akata
VLM
40
2
0
25 Oct 2024
Large Language Models Still Exhibit Bias in Long Text
Large Language Models Still Exhibit Bias in Long Text
Wonje Jeung
Dongjae Jeon
Ashkan Yousefpour
Jonghyun Choi
ALM
29
2
0
23 Oct 2024
A Novel Interpretability Metric for Explaining Bias in Language Models:
  Applications on Multilingual Models from Southeast Asia
A Novel Interpretability Metric for Explaining Bias in Language Models: Applications on Multilingual Models from Southeast Asia
Lance Calvin Lim Gamboa
Mark Lee
20
0
0
20 Oct 2024
Evaluating Gender Bias of LLMs in Making Morality Judgements
Evaluating Gender Bias of LLMs in Making Morality Judgements
Divij Bajaj
Yuanyuan Lei
Jonathan Tong
Ruihong Huang
35
2
0
13 Oct 2024
No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in
  LLMs, Even for Vigilant Users
No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in LLMs, Even for Vigilant Users
Mengxuan Hu
Hongyi Wu
Zihan Guan
Ronghang Zhu
Dongliang Guo
Daiqing Qi
Sheng Li
SILM
33
3
0
10 Oct 2024
Stars, Stripes, and Silicon: Unravelling the ChatGPT's All-American,
  Monochrome, Cis-centric Bias
Stars, Stripes, and Silicon: Unravelling the ChatGPT's All-American, Monochrome, Cis-centric Bias
Federico Torrielli
18
0
0
02 Oct 2024
Anti-stereotypical Predictive Text Suggestions Do Not Reliably Yield
  Anti-stereotypical Writing
Anti-stereotypical Predictive Text Suggestions Do Not Reliably Yield Anti-stereotypical Writing
Connor Baumler
Hal Daumé III
21
0
0
30 Sep 2024
The Lou Dataset -- Exploring the Impact of Gender-Fair Language in
  German Text Classification
The Lou Dataset -- Exploring the Impact of Gender-Fair Language in German Text Classification
Andreas Waldis
Joel Birrer
Anne Lauscher
Iryna Gurevych
25
1
0
26 Sep 2024
AI Suggestions Homogenize Writing Toward Western Styles and Diminish Cultural Nuances
AI Suggestions Homogenize Writing Toward Western Styles and Diminish Cultural Nuances
Dhruv Agarwal
Mor Naaman
Aditya Vashistha
34
16
0
17 Sep 2024
WinoPron: Revisiting English Winogender Schemas for Consistency,
  Coverage, and Grammatical Case
WinoPron: Revisiting English Winogender Schemas for Consistency, Coverage, and Grammatical Case
Vagrant Gautam
Julius Steuer
Eileen Bingert
Ray Johns
Anne Lauscher
Dietrich Klakow
48
3
0
09 Sep 2024
ML-EAT: A Multilevel Embedding Association Test for Interpretable and
  Transparent Social Science
ML-EAT: A Multilevel Embedding Association Test for Interpretable and Transparent Social Science
Robert Wolfe
Alexis Hiniker
Bill Howe
40
0
0
04 Aug 2024
Downstream bias mitigation is all you need
Downstream bias mitigation is all you need
Arkadeep Baksi
Rahul Singh
Tarun Joshi
AI4CE
22
0
0
01 Aug 2024
The BIAS Detection Framework: Bias Detection in Word Embeddings and
  Language Models for European Languages
The BIAS Detection Framework: Bias Detection in Word Embeddings and Language Models for European Languages
A. Puttick
Leander Rankwiler
Catherine Ikae
Mascha Kurpicz-Briki
16
0
0
26 Jul 2024
Fairness Definitions in Language Models Explained
Fairness Definitions in Language Models Explained
Thang Viet Doan
Zhibo Chu
Zichong Wang
Wenbin Zhang
ALM
50
10
0
26 Jul 2024
Understanding the Interplay of Scale, Data, and Bias in Language Models:
  A Case Study with BERT
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
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
Beyond Binary Gender: Evaluating Gender-Inclusive Machine Translation with Ambiguous Attitude Words
Yijie Chen
Yijin Liu
Fandong Meng
Jinan Xu
Yufeng Chen
Jie Zhou
29
1
0
23 Jul 2024
Evaluating Nuanced Bias in Large Language Model Free Response Answers
Evaluating Nuanced Bias in Large Language Model Free Response Answers
Jennifer Healey
Laurie Byrum
Md Nadeem Akhtar
Moumita Sinha
25
1
0
11 Jul 2024
Probability of Differentiation Reveals Brittleness of Homogeneity Bias
  in Large Language Models
Probability of Differentiation Reveals Brittleness of Homogeneity Bias in Large Language Models
Messi H.J. Lee
Calvin K Lai
21
0
0
10 Jul 2024
An Empirical Study of Gendered Stereotypes in Emotional Attributes for
  Bangla in Multilingual Large Language Models
An Empirical Study of Gendered Stereotypes in Emotional Attributes for Bangla in Multilingual Large Language Models
Jayanta Sadhu
Maneesha Rani Saha
Rifat Shahriyar
32
0
0
08 Jul 2024
Images Speak Louder than Words: Understanding and Mitigating Bias in
  Vision-Language Model from a Causal Mediation Perspective
Images Speak Louder than Words: Understanding and Mitigating Bias in Vision-Language Model from a Causal Mediation Perspective
Zhaotian Weng
Zijun Gao
Jerone Andrews
Jieyu Zhao
33
0
0
03 Jul 2024
Whispering Experts: Neural Interventions for Toxicity Mitigation in
  Language Models
Whispering Experts: Neural Interventions for Toxicity Mitigation in Language Models
Xavier Suau
Pieter Delobelle
Katherine Metcalf
Armand Joulin
N. Apostoloff
Luca Zappella
P. Rodríguez
MU
AAML
32
8
0
02 Jul 2024
BiasDora: Exploring Hidden Biased Associations in Vision-Language Models
BiasDora: Exploring Hidden Biased Associations in Vision-Language Models
Chahat Raj
A. Mukherjee
Aylin Caliskan
Antonios Anastasopoulos
Ziwei Zhu
VLM
32
4
0
02 Jul 2024
Characterizing Stereotypical Bias from Privacy-preserving Pre-Training
Characterizing Stereotypical Bias from Privacy-preserving Pre-Training
Stefan Arnold
Rene Gröbner
Annika Schreiner
37
0
0
30 Jun 2024
Towards Massive Multilingual Holistic Bias
Towards Massive Multilingual Holistic Bias
Xiaoqing Ellen Tan
Prangthip Hansanti
Carleigh Wood
Bokai Yu
C. Ropers
Marta R. Costa-jussá
38
1
0
29 Jun 2024
Fairness and Bias in Multimodal AI: A Survey
Fairness and Bias in Multimodal AI: A Survey
Tosin P. Adewumi
Lama Alkhaled
Namrata Gurung
G. V. Boven
Irene Pagliai
48
9
0
27 Jun 2024
The FineWeb Datasets: Decanting the Web for the Finest Text Data at
  Scale
The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale
Guilherme Penedo
Hynek Kydlícek
Loubna Ben Allal
Anton Lozhkov
Margaret Mitchell
Colin Raffel
Leandro von Werra
Thomas Wolf
38
187
0
25 Jun 2024
An Empirical Study on the Characteristics of Bias upon Context Length
  Variation for Bangla
An Empirical Study on the Characteristics of Bias upon Context Length Variation for Bangla
Jayanta Sadhu
Ayan Antik Khan
Abhik Bhattacharjee
Rifat Shahriyar
30
2
0
25 Jun 2024
Why Don't Prompt-Based Fairness Metrics Correlate?
Why Don't Prompt-Based Fairness Metrics Correlate?
A. Zayed
Gonçalo Mordido
Ioana Baldini
Sarath Chandar
ALM
47
4
0
09 Jun 2024
The Life Cycle of Large Language Models: A Review of Biases in Education
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
Quite Good, but Not Enough: Nationality Bias in Large Language Models --
  A Case Study of ChatGPT
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
Cross-Care: Assessing the Healthcare Implications of Pre-training Data
  on Language Model Bias
Cross-Care: Assessing the Healthcare Implications of Pre-training Data on Language Model Bias
Shan Chen
Jack Gallifant
Mingye Gao
Pedro Moreira
Nikolaj Munch
...
Hugo J. W. L. Aerts
Brian Anthony
Leo Anthony Celi
William G. La Cava
Danielle S. Bitterman
35
8
0
09 May 2024
AffirmativeAI: Towards LGBTQ+ Friendly Audit Frameworks for Large
  Language Models
AffirmativeAI: Towards LGBTQ+ Friendly Audit Frameworks for Large Language Models
Yinru Long
Zilin Ma
Yiyang Mei
Zhaoyuan Su
AI4MH
40
0
0
07 May 2024
Hire Me or Not? Examining Language Model's Behavior with Occupation Attributes
Hire Me or Not? Examining Language Model's Behavior with Occupation Attributes
Damin Zhang
Yi Zhang
Geetanjali Bihani
Julia Taylor Rayz
48
2
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06 May 2024
Are Models Biased on Text without Gender-related Language?
Are Models Biased on Text without Gender-related Language?
Catarina G Belém
P. Seshadri
Yasaman Razeghi
Sameer Singh
36
8
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01 May 2024
Transforming Dutch: Debiasing Dutch Coreference Resolution Systems for
  Non-binary Pronouns
Transforming Dutch: Debiasing Dutch Coreference Resolution Systems for Non-binary Pronouns
Goya van Boven
Yupei Du
Dong Nguyen
21
1
0
30 Apr 2024
MisgenderMender: A Community-Informed Approach to Interventions for
  Misgendering
MisgenderMender: A Community-Informed Approach to Interventions for Misgendering
Tamanna Hossain
Sunipa Dev
Sameer Singh
24
5
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Data Authenticity, Consent, & Provenance for AI are all broken: what
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Data Authenticity, Consent, & Provenance for AI are all broken: what will it take to fix them?
Shayne Longpre
Robert Mahari
Naana Obeng-Marnu
William Brannon
Tobin South
Katy Gero
Sandy Pentland
Jad Kabbara
56
5
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19 Apr 2024
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