This paper is a fascinating study that shows that the folk wisdom of risk monotonicity does not necessary always hold; more data can actually lead to worse performance for standard learners. This work is both technically solid and thought-provoking, making it a strong addition to the program. [This meta-review was reviewed and revised by the Program Chairs]