It is true that specialization is more relevant than opposition, and it is crucial to recognize that these approaches can be complementary. The real challenge lies in accurately classifying their role: is it an incremental improvement of an existing method, or the creation of a new category of mechanism? Gating networks, for example, are often most effective when considered as an orchestration layer to fuse signals from heterogeneous sources, rather than an autonomous prediction model.