Measuring Bias in Contextualized Word Representations

18 June 2019

Papers citing "Measuring Bias in Contextualized Word Representations"

50 / 273 papers shown

Title
Mind Your Bias: A Critical Review of Bias Detection Methods for Contextual Language Models Silke Husse Andreas Spitz 22 6 0 15 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 45 11 0 10 Nov 2022
Bridging Fairness and Environmental Sustainability in Natural Language Processing Marius Hessenthaler Emma Strubell Dirk Hovy Anne Lauscher 24 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 22 9 0 05 Nov 2022
MABEL: Attenuating Gender Bias using Textual Entailment Data Jacqueline He Mengzhou Xia C. Fellbaum Danqi Chen 24 32 0 26 Oct 2022
Detecting Unintended Social Bias in Toxic Language Datasets Nihar Ranjan Sahoo Himanshu Gupta P. Bhattacharyya 15 18 0 21 Oct 2022
Choose Your Lenses: Flaws in Gender Bias Evaluation Hadas Orgad Yonatan Belinkov 27 35 0 20 Oct 2022
Log-linear Guardedness and its Implications Shauli Ravfogel Yoav Goldberg Ryan Cotterell 28 2 0 18 Oct 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
SODAPOP: Open-Ended Discovery of Social Biases in Social Commonsense Reasoning Models Haozhe An Zongxia Li Jieyu Zhao Rachel Rudinger 27 25 0 13 Oct 2022
From Mimicking to Integrating: Knowledge Integration for Pre-Trained Language Models Lei Li Yankai Lin Xuancheng Ren Guangxiang Zhao Peng Li Jie Zhou Xu Sun VLM 16 1 0 11 Oct 2022
Quantifying Social Biases Using Templates is Unreliable P. Seshadri Pouya Pezeshkpour Sameer Singh 51 33 0 09 Oct 2022
The Lifecycle of "Facts": A Survey of Social Bias in Knowledge Graphs Angelie Kraft Ricardo Usbeck KELM 32 9 0 07 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 27 25 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 26 41 0 06 Oct 2022
Closing the Gender Wage Gap: Adversarial Fairness in Job Recommendation Clara Rus Jeffrey Luppes Harrie Oosterhuis Gido Schoenmacker FaML 54 12 0 20 Sep 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
Interacting with next-phrase suggestions: How suggestion systems aid and influence the cognitive processes of writing Advait Bhat Saaket Agashe Niharika Mohile Parth Oberoi R. Jangir Anirudha N. Joshi 28 37 0 01 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 29 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 21 4 0 17 Jul 2022
FairDistillation: Mitigating Stereotyping in Language Models Pieter Delobelle Bettina Berendt 20 8 0 10 Jul 2022
Counterfactually Measuring and Eliminating Social Bias in Vision-Language Pre-training Models Yi Zhang Junyan Wang Jitao Sang 22 27 0 03 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 15 46 0 23 Jun 2022
Fewer Errors, but More Stereotypes? The Effect of Model Size on Gender Bias Yarden Tal Inbal Magar Roy Schwartz 17 33 0 20 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 25 13 0 31 May 2022
Toward Understanding Bias Correlations for Mitigation in NLP Lu Cheng Suyu Ge Huan Liu 36 8 0 24 May 2022
Looking for a Handsome Carpenter! Debiasing GPT-3 Job Advertisements Conrad Borchers Dalia Sara Gala Ben Gilburt Eduard Oravkin Wilfried Bounsi Yuki M. Asano Hannah Rose Kirk AI4CE 27 27 0 23 May 2022
Towards Understanding Gender-Seniority Compound Bias in Natural Language Generation Samhita Honnavalli Aesha Parekh Li-hsueh Ou Sophie Groenwold Sharon Levy Vicente Ordonez William Yang Wang 19 4 0 19 May 2022
Theories of "Gender" in NLP Bias Research Hannah Devinney Jenny Björklund H. Björklund AI4CE 17 65 0 05 May 2022
Gender Bias in Masked Language Models for Multiple Languages Masahiro Kaneko Aizhan Imankulova Danushka Bollegala Naoaki Okazaki 24 61 0 01 May 2022
RobBERTje: a Distilled Dutch BERT Model Pieter Delobelle Thomas Winters Bettina Berendt 22 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 37 10 0 21 Apr 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
What do Toothbrushes do in the Kitchen? How Transformers Think our World is Structured Alexander Henlein Alexander Mehler 25 6 0 12 Apr 2022
Fair and Argumentative Language Modeling for Computational Argumentation Carolin Holtermann Anne Lauscher Simone Paolo Ponzetto 16 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 18 21 0 07 Apr 2022
On the Intrinsic and Extrinsic Fairness Evaluation Metrics for Contextualized Language Representations Yang Trista Cao Yada Pruksachatkun Kai-Wei Chang Rahul Gupta Varun Kumar Jwala Dhamala Aram Galstyan 14 92 0 25 Mar 2022
Sense Embeddings are also Biased--Evaluating Social Biases in Static and Contextualised Sense Embeddings Yi Zhou Masahiro Kaneko Danushka Bollegala 29 23 0 14 Mar 2022
Speciesist Language and Nonhuman Animal Bias in English Masked Language Models Masashi Takeshita Rafal Rzepka K. Araki 26 6 0 10 Mar 2022
Welcome to the Modern World of Pronouns: Identity-Inclusive Natural Language Processing beyond Gender Anne Lauscher Archie Crowley Dirk Hovy AILaw 24 54 0 24 Feb 2022
Do Transformers know symbolic rules, and would we know if they did? Tommi Gröndahl Yu-Wen Guo Nirmal Asokan 25 0 0 19 Feb 2022
POTATO: exPlainable infOrmation exTrAcTion framewOrk Adam Kovacs Kinga Gémes Eszter Iklódi Gábor Recski 35 4 0 31 Jan 2022
LaMDA: Language Models for Dialog Applications R. Thoppilan Daniel De Freitas Jamie Hall Noam M. Shazeer Apoorv Kulshreshtha ... Blaise Aguera-Arcas Claire Cui M. Croak Ed H. Chi Quoc Le ALM 18 1,557 0 20 Jan 2022
From Examples to Rules: Neural Guided Rule Synthesis for Information Extraction Robert Vacareanu M. A. Valenzuela-Escarcega George C. G. Barbosa Rebecca Sharp Mihai Surdeanu NAI 19 5 0 16 Jan 2022
A Survey on Gender Bias in Natural Language Processing Karolina Stañczak Isabelle Augenstein 30 109 0 28 Dec 2021
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
Model Uncertainty-Aware Knowledge Amalgamation for Pre-Trained Language Models Lei Li Yankai Lin Xuancheng Ren Guangxiang Zhao Peng Li Jie Zhou Xu Sun MoMe 22 2 0 14 Dec 2021
Ethical and social risks of harm from Language Models Laura Weidinger John F. J. Mellor Maribeth Rauh Conor Griffin J. Uesato ... Lisa Anne Hendricks William S. Isaac Sean Legassick G. Irving Iason Gabriel PILM 32 977 0 08 Dec 2021
Identification of Bias Against People with Disabilities in Sentiment Analysis and Toxicity Detection Models Pranav Narayanan Venkit Shomir Wilson 16 25 0 25 Nov 2021
Investigating Cross-Linguistic Gender Bias in Hindi-English Across Domains S N Khosla 18 0 0 22 Nov 2021