Measuring Bias in Contextualized Word Representations

18 June 2019

Papers citing "Measuring Bias in Contextualized Word Representations"

50 / 272 papers shown

Title
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
Bridging Fairness and Environmental Sustainability in Natural Language Processing Marius Hessenthaler Emma Strubell Dirk Hovy Anne Lauscher 16 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 19 32 0 26 Oct 2022
Detecting Unintended Social Bias in Toxic Language Datasets Nihar Ranjan Sahoo Himanshu Gupta P. Bhattacharyya 13 17 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 25 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 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 13 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 11 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 18 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 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
Closing the Gender Wage Gap: Adversarial Fairness in Job Recommendation Clara Rus Jeffrey Luppes Harrie Oosterhuis Gido Schoenmacker FaML 40 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 218 443 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 14 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 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 18 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 14 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 8 46 0 23 Jun 2022
Fewer Errors, but More Stereotypes? The Effect of Model Size on Gender Bias Yarden Tal Inbal Magar Roy Schwartz 14 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 23 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 11 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 9 4 0 19 May 2022
Theories of "Gender" in NLP Bias Research Hannah Devinney Jenny Björklund H. Björklund AI4CE 15 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 19 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
How Gender Debiasing Affects Internal Model Representations, and Why It Matters Hadas Orgad Seraphina Goldfarb-Tarrant Yonatan Belinkov 18 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 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 16 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 8 23 0 14 Mar 2022
Speciesist Language and Nonhuman Animal Bias in English Masked Language Models Masashi Takeshita Rafal Rzepka K. Araki 24 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 14 54 0 24 Feb 2022
Do Transformers know symbolic rules, and would we know if they did? Tommi Gröndahl Yu-Wen Guo Nirmal Asokan 22 0 0 19 Feb 2022
POTATO: exPlainable infOrmation exTrAcTion framewOrk Adam Kovacs Kinga Gémes Eszter Iklódi Gábor Recski 24 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 13 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 11 5 0 16 Jan 2022
A Survey on Gender Bias in Natural Language Processing Karolina Stañczak Isabelle Augenstein 26 109 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 14 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 10 968 0 08 Dec 2021
Identification of Bias Against People with Disabilities in Sentiment Analysis and Toxicity Detection Models Pranav Narayanan Venkit Shomir Wilson 6 24 0 25 Nov 2021
Investigating Cross-Linguistic Gender Bias in Hindi-English Across Domains S N Khosla 8 0 0 22 Nov 2021
Evaluating Metrics for Bias in Word Embeddings Sarah Schröder Alexander Schulz Philip Kenneweg Robert Feldhans Fabian Hinder Barbara Hammer 11 10 0 15 Nov 2021