Understanding and Mitigating Spurious Correlations in Text Classification with Neighborhood Analysis

Oscar Chew, Hsuan-Tien Lin, Kai-Wei Chang +1

Recent research has revealed that machine learning models have a tendency to leverage spurious correlations that exist in the training set but may not hold true in general circumst…