Although these two users, especially beck-s, have more folders than others and thus present more challenges for classifiers, user embeddings has potential to effectively introduce user-token interactions for organizing information.
the improvements based on embedding features are less apparent for williams-w3, whose folder categorization was the most unbalanced among all (i.e., a majority of emails belong to the same folder, making the prediction fairly easy with just few signals).