Mitigating Racial Biases in Toxic Language Detection with an Equity-Based Ensemble Framework

27 September 2021

Diyi Yang

Papers citing "Mitigating Racial Biases in Toxic Language Detection with an Equity-Based Ensemble Framework"

21 / 21 papers shown

Title
Data Caricatures: On the Representation of African American Language in Pretraining Corpora Nicholas Deas Blake Vente Amith Ananthram Jessica A. Grieser D. Patton Shana Kleiner James Shepard Kathleen McKeown 41 0 0 13 Mar 2025
BiasEdit: Debiasing Stereotyped Language Models via Model Editing Xin Xu Wei Xu N. Zhang Julian McAuley KELM 39 0 0 11 Mar 2025
Dynamic Fairness Perceptions in Human-Robot Interaction Houston Claure Kate Candon Inyoung Shin Marynel Vázquez 20 1 0 11 Sep 2024
NLPGuard: A Framework for Mitigating the Use of Protected Attributes by NLP Classifiers Salvatore Greco Ke Zhou L. Capra Tania Cerquitelli Daniele Quercia 26 2 0 01 Jul 2024
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
Disentangling Dialect from Social Bias via Multitask Learning to Improve Fairness Maximilian Spliethover Sai Nikhil Menon Henning Wachsmuth 38 2 0 14 Jun 2024
NLP Systems That Can't Tell Use from Mention Censor Counterspeech, but Teaching the Distinction Helps Kristina Gligorić Myra Cheng Lucia Zheng Esin Durmus Dan Jurafsky 22 8 0 02 Apr 2024
Black Content Creators' Responses and Resistance Strategies on TikTok Gianna Williams MLAU 15 0 0 20 Dec 2023
A Material Lens on Coloniality in NLP William B. Held Camille Harris Michael Best Diyi Yang 12 11 0 14 Nov 2023
Task-Agnostic Low-Rank Adapters for Unseen English Dialects Zedian Xiao William B. Held Yanchen Liu Diyi Yang 17 7 0 02 Nov 2023
Toward Operationalizing Pipeline-aware ML Fairness: A Research Agenda for Developing Practical Guidelines and Tools Maximilian Schambach Rakshit Naidu Rayid Ghani Kit T. Rodolfa Daniel E. Ho Hoda Heidari FaML 22 13 0 29 Sep 2023
Watch Your Language: Investigating Content Moderation with Large Language Models Deepak Kumar Y. AbuHashem Zakir Durumeric AI4MH 21 15 0 25 Sep 2023
DICES Dataset: Diversity in Conversational AI Evaluation for Safety Lora Aroyo Alex S. Taylor Mark Díaz Christopher Homan Alicia Parrish Greg Serapio-García Vinodkumar Prabhakaran Ding Wang 8 33 0 20 Jun 2023
Centering the Margins: Outlier-Based Identification of Harmed Populations in Toxicity Detection Vyoma Raman Eve Fleisig Dan Klein 11 0 0 24 May 2023
DADA: Dialect Adaptation via Dynamic Aggregation of Linguistic Rules Yanchen Liu William B. Held Diyi Yang 43 10 0 22 May 2023
Multi-VALUE: A Framework for Cross-Dialectal English NLP Caleb Ziems William B. Held Jingfeng Yang Jwala Dhamala Rahul Gupta Diyi Yang 24 40 0 15 Dec 2022
A Keyword Based Approach to Understanding the Overpenalization of Marginalized Groups by English Marginal Abuse Models on Twitter Kyra Yee Alice Schoenauer Sebag Olivia Redfield Emily Sheng Matthias Eck Luca Belli 8 1 0 07 Oct 2022
Towards a Deep Multi-layered Dialectal Language Analysis: A Case Study of African-American English Jamell Dacon 8 5 0 03 Jun 2022
Is Your Toxicity My Toxicity? Exploring the Impact of Rater Identity on Toxicity Annotation Nitesh Goyal Ian D Kivlichan Rachel Rosen Lucy Vasserman 14 87 0 01 May 2022
VALUE: Understanding Dialect Disparity in NLU Caleb Ziems Jiaao Chen Camille Harris J. Anderson Diyi Yang ELM 28 41 0 06 Apr 2022
Misinfo Reaction Frames: Reasoning about Readers' Reactions to News Headlines Saadia Gabriel Skyler Hallinan Maarten Sap Pemi Nguyen Franziska Roesner Eunsol Choi Yejin Choi 8 41 0 18 Apr 2021