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Is Your Classifier Actually Biased? Measuring Fairness under Uncertainty with Bernstein Bounds

Kawin Ethayarajh. Is Your Classifier Actually Biased? Measuring Fairness under Uncertainty with Bernstein Bounds. In Dan Jurafsky, Joyce Chai, Natalie Schluter, Joel R. Tetreault, editors, Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, ACL 2020, Online, July 5-10, 2020. pages 2914-2919, Association for Computational Linguistics, 2020. [doi]

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