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most citedThe Tail Wagging the Dog: Dataset Construction Biases of Social Bias Benchmarks

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cs.LG2022

Certifying Fairness of Probabilistic Circuits

Nikil Roashan Selvam, Guy Van den Broeck, YooJung Choi

With the increased use of machine learning systems for decision making, questions about the fairness properties of such systems start to take center stage. Most existing work on al…

cs.CL2022★ 1 cited

The Tail Wagging the Dog: Dataset Construction Biases of Social Bias Benchmarks

Nikil Roashan Selvam, Sunipa Dev, Daniel Khashabi +2

How reliably can we trust the scores obtained from social bias benchmarks as faithful indicators of problematic social biases in a given language model? In this work, we study this…