Where Does My Model Underperform? A Human Evaluation of Slice Discovery Algorithms

Nari Johnson, Ángel Alexander Cabrera, Gregory Plumb +1

Machine learning (ML) models that achieve high average accuracy can still underperform on semantically coherent subsets ("slices") of data. This behavior can have significant socie…