While traditional metrics forgo examining of the interactions entirely, in applying metrics such as Jaccard coefficient, it is not uncommon nowadays to use more than 10,000 features, a number that a typical metric learner is incapable of processing.
we have two options: one is to find the most important features and model the interactions between them, and the other is simply to use a large number of features.