While often insightful, these suffer from potential pitfalls similar to labeling individual instances: they are laborious, often subjective, and hard to reproduce.
just as in manual error labeling mentioned in §1, typical automatic grouping also struggles with the trade-off between being reproducible/scalable, and being in-depth and meaningful.