Nuanced Metrics for Measuring Unintended Bias with Real Data for Text
Classification

Nuanced Metrics for Measuring Unintended Bias with Real Data for Text Classification

11 March 2019

Jeffrey Scott Sorensen

Papers citing "Nuanced Metrics for Measuring Unintended Bias with Real Data for Text Classification"

15 / 115 papers shown

Title
Generalizing to Unseen Domains: A Survey on Domain Generalization Jindong Wang Cuiling Lan Chang-Shu Liu Yidong Ouyang Tao Qin Wang Lu Yiqiang Chen Wenjun Zeng Philip S. Yu OOD 54 1,177 0 02 Mar 2021
On Calibration and Out-of-domain Generalization Yoav Wald Amir Feder D. Greenfeld Uri Shalit OODD 30 151 0 20 Feb 2021
MUDES: Multilingual Detection of Offensive Spans Tharindu Ranasinghe Marcos Zampieri 27 41 0 18 Feb 2021
HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection Binny Mathew Punyajoy Saha Seid Muhie Yimam Chris Biemann Pawan Goyal Animesh Mukherjee 32 548 0 18 Dec 2020
WILDS: A Benchmark of in-the-Wild Distribution Shifts Pang Wei Koh Shiori Sagawa Henrik Marklund Sang Michael Xie Marvin Zhang ... A. Kundaje Emma Pierson Sergey Levine Chelsea Finn Percy Liang OOD 92 1,377 0 14 Dec 2020
Towards Ethics by Design in Online Abusive Content Detection S. Kiritchenko I. Nejadgholi 21 13 0 28 Oct 2020
Selective Classification Can Magnify Disparities Across Groups Erik Jones Shiori Sagawa Pang Wei Koh Ananya Kumar Percy Liang 31 46 0 27 Oct 2020
GeDi: Generative Discriminator Guided Sequence Generation Ben Krause Akhilesh Deepak Gotmare Bryan McCann N. Keskar Chenyu You R. Socher Nazneen Rajani 56 389 0 14 Sep 2020
Toxicity Detection: Does Context Really Matter? John Pavlopoulos Jeffrey Scott Sorensen Lucas Dixon Nithum Thain John Pavlopoulos 13 158 0 01 Jun 2020
Social Biases in NLP Models as Barriers for Persons with Disabilities Ben Hutchinson Vinodkumar Prabhakaran Emily L. Denton Kellie Webster Yu Zhong Stephen Denuyl 13 302 0 02 May 2020
Multilingual Twitter Corpus and Baselines for Evaluating Demographic Bias in Hate Speech Recognition Xiaolei Huang Linzi Xing Franck Dernoncourt Michael J. Paul 16 87 0 24 Feb 2020
Perturbation Sensitivity Analysis to Detect Unintended Model Biases Vinodkumar Prabhakaran Ben Hutchinson Margaret Mitchell 22 117 0 09 Oct 2019
Empirical Analysis of Multi-Task Learning for Reducing Model Bias in Toxic Comment Detection Ameya Vaidya Feng Mai Yue Ning 115 21 0 21 Sep 2019
Pairwise Fairness for Ranking and Regression Harikrishna Narasimhan Andrew Cotter Maya R. Gupta S. Wang 22 112 0 12 Jun 2019
Limitations of Pinned AUC for Measuring Unintended Bias Daniel Borkan Lucas Dixon John Li Jeffrey Scott Sorensen Nithum Thain Lucy Vasserman 17 16 0 05 Mar 2019