Presenting concept-based explanations rather than typical feature-base explanations, this paper offers a new algorithm, ACE, which segments and clusters the high level features of an image and provides an explanation via TCAV. Oveall the reviewers found the method well-motivated, clear and that the work was thoroughly evaluated. Several comments and issues about the presentation were raised by the reviewers. In particular the desiderata seems to be somewhat vague.