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05/01/2022
Is Your Toxicity My Toxicity? Exploring the Impact of Rater Identity on Toxicity Annotation
Machine learning models are commonly used to detect toxicity in online c...
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02/22/2022
A New Generation of Perspective API: Efficient Multilingual Character-level Transformers
On the world wide web, toxic content detectors are a crucial line of def...
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02/22/2022
"You have to prove the threat is real": Understanding the needs of Female Journalists and Activists to Document and Report Online Harassment
Online harassment is a major societal challenge that impacts multiple co...
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07/09/2021
Measuring and Improving Model-Moderator Collaboration using Uncertainty Estimation
Content moderation is often performed by a collaboration between humans ...
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03/11/2019
Nuanced Metrics for Measuring Unintended Bias with Real Data for Text Classification
Unintended bias in Machine Learning can manifest as systemic differences...
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03/05/2019
Limitations of Pinned AUC for Measuring Unintended Bias
This report examines the Pinned AUC metric introduced and highlights som...
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10/05/2018