Review for NeurIPS paper: How Can I Explain This to You? An Empirical Study of Deep Neural Network Explanation Methods

The paper is an empirical study on the types of explanations preferred by users using AMT. All reviewers found that problem was important and found the study interesting. However, one reviewer argued that while this was a good first step, it does not address the fact evaluating explanations is an ill-posed problem. Three reviewers found that this study is interesting enough to the NeurISP community even as a first step.