This paper applies a likelihood ratio test to detect out of distribution data, with several comparisons, and a new genomics dataset. Reviewers are supportive of this paper, and appreciated the author feedback. While ensembles perform slightly better in the CIFAR-10 vs SVHN experiment, these results will be important to include in revisions, for a balanced presentation. Great work!