The reviewers were quite positive about this paper, which works to automatically explain the behavior of neurons in deep networks using compositionality. These results will be of interest to both those in NLP and computer vision. The reviewers raised a few points for clarification (requiring labeled data, choice of tasks), which were handled in the rebuttal and the authors state they will incorporate these caveats and clarifications into the final version and/or supplementary material.