Does It Make Sense to Explain a Black Box With Another Black Box?

Julien Delaunay, Luis Galárraga, Christine Largouët

Although counterfactual explanations are a popular approach to explain ML black-box classifiers, they are less widespread in NLP. Most methods find those explanations by iterativel…