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Thesis Distillation: Investigating The Impact of Bias in NLP Models on Hate Speech Detection

31 August 2023

Papers citing "Thesis Distillation: Investigating The Impact of Bias in NLP Models on Hate Speech Detection"

27 / 27 papers shown

Title
Systematic Offensive Stereotyping (SOS) Bias in Language Models Fatma Elsafoury 11 2 0 21 Aug 2023
On the Origins of Bias in NLP through the Lens of the Jim Code Fatma Elsafoury Gavin Abercrombie 81 4 0 16 May 2023
Debiasing isn't enough! -- On the Effectiveness of Debiasing MLMs and their Social Biases in Downstream Tasks Masahiro Kaneko Danushka Bollegala Naoaki Okazaki 56 45 0 06 Oct 2022
Explainable Abuse Detection as Intent Classification and Slot Filling Agostina Calabrese Bjorn Ross Mirella Lapata 85 11 0 06 Oct 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 42 99 0 25 Mar 2022
ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection Thomas Hartvigsen Saadia Gabriel Hamid Palangi Maarten Sap Dipankar Ray Ece Kamar 78 384 0 17 Mar 2022
Intrinsic Bias Metrics Do Not Correlate with Application Bias Seraphina Goldfarb-Tarrant Rebecca Marchant Ricardo Muñoz Sánchez Mugdha Pandya Adam Lopez 104 179 0 31 Dec 2020
Measuring and Reducing Gendered Correlations in Pre-trained Models Kellie Webster Xuezhi Wang Ian Tenney Alex Beutel Emily Pitler Ellie Pavlick Jilin Chen Ed Chi Slav Petrov FaML 79 260 0 12 Oct 2020
CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models Nikita Nangia Clara Vania Rasika Bhalerao Samuel R. Bowman 123 682 0 30 Sep 2020
Towards Debiasing Sentence Representations Paul Pu Liang Irene Li Emily Zheng Y. Lim Ruslan Salakhutdinov Louis-Philippe Morency 78 239 0 16 Jul 2020
StereoSet: Measuring stereotypical bias in pretrained language models Moin Nadeem Anna Bethke Siva Reddy 101 1,011 0 20 Apr 2020
4chan & 8chan embeddings Pierre Voué T. Smedt G. Pauw AI4MH 30 5 0 02 Apr 2020
Predictive Biases in Natural Language Processing Models: A Conceptual Framework and Overview Deven Santosh Shah H. Andrew Schwartz Dirk Hovy AI4CE 101 260 0 09 Nov 2019
A BERT-Based Transfer Learning Approach for Hate Speech Detection in Online Social Media Marzieh Mozafari R. Farahbakhsh Noel Crespi 67 352 0 28 Oct 2019
Perturbation Sensitivity Analysis to Detect Unintended Model Biases Vinodkumar Prabhakaran Ben Hutchinson Margaret Mitchell 56 119 0 09 Oct 2019
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 371 6,463 0 26 Sep 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 665 24,528 0 26 Jul 2019
Measuring Bias in Contextualized Word Representations Keita Kurita Nidhi Vyas Ayush Pareek A. Black Yulia Tsvetkov 106 451 0 18 Jun 2019
On Measuring Social Biases in Sentence Encoders Chandler May Alex Jinpeng Wang Shikha Bordia Samuel R. Bowman Rachel Rudinger 99 603 0 25 Mar 2019
Nuanced Metrics for Measuring Unintended Bias with Real Data for Text Classification Daniel Borkan Lucas Dixon Jeffrey Scott Sorensen Nithum Thain Lucy Vasserman 88 491 0 11 Mar 2019
Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove Them Hila Gonen Yoav Goldberg 103 571 0 09 Mar 2019
Bias in Bios: A Case Study of Semantic Representation Bias in a High-Stakes Setting Maria De-Arteaga Alexey Romanov Hanna M. Wallach J. Chayes C. Borgs Alexandra Chouldechova S. Geyik K. Kenthapadi Adam Tauman Kalai 191 458 0 27 Jan 2019
Attenuating Bias in Word Vectors Sunipa Dev J. M. Phillips FaML 72 151 0 23 Jan 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,114 0 11 Oct 2018
Emo, Love, and God: Making Sense of Urban Dictionary, a Crowd-Sourced Online Dictionary Dong Nguyen Barbara McGillivray T. Yasseri 3DV 24 26 0 22 Dec 2017
Word Embeddings Quantify 100 Years of Gender and Ethnic Stereotypes Nikhil Garg L. Schiebinger Dan Jurafsky James Zou AI4TS 69 965 0 22 Nov 2017
Semantics derived automatically from language corpora contain human-like biases Aylin Caliskan J. Bryson Arvind Narayanan 213 2,670 0 25 Aug 2016