The survey covers the work of 67 papers and charts recent trends in the field. "Deep-learning pioneer Geoffrey Hinton downplayed the need for explainability, tweeting: Suppose you have cancer and you have to choose between a black box AI surgeon that cannot explain how it works but has a 90% cure rate and a human surgeon with an 80% cure rate. Do you want the AI surgeon to be illegal?"