Deleting a class will make the class obsolete. Often with Supervised Learning workflow, classes become obsolete because the global project's configuration deletes or just does not insert the class.
The only way to process obsolete document classes is if the class still exists in the project that the document is processing with. Information saves internally about the former parent class assignment, which makes it possible to process obsolete document classes.