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Unveiling DISCERN: A New Frontier for Bias Detection in Text Classifiers

Nov 24, 2024 · 4 min read · Exploring DISCERN: Overview and Main Claims DISCERN is a breakthrough framework that identifies and remedies systematic biases in text classifiers. It accomplishes this by generating natural language descriptions of errors, translating complex patter...

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Assessing Pre-training Bias with AWS SageMaker Clarify

Feb 7, 2022 · 16 min read · Introduction In the previous article, we discussed why explaining machine learning (ML) models is as important as their performance and how it benefits all the stakeholders. Now, we are going to see what explainability and fairness of ML models requi...

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Unveiling DISCERN: A New Frontier for Bias Detection in Text Classifiers

Assessing Pre-training Bias with AWS SageMaker Clarify