Reachability Is Not Generalization: Understanding Verb--Noun Decomposition in Assembly Action Recognition

Assembly actions are compositional: they combine a manipulation with a part or tool. In deployment, systems routinely encounter novel combinations of familiar components, yet an atomic action classifier assigns every unseen combination exactly zero probability by construction.