VerbNet (Kipper et al., 2008), the largest English verb argument structure resource, 1 organizes verbs and classes into a shallow hierarchy, but its structure has been handcrafted incrementally over time (starting with seminal work by Levin, 1993).
recently-developed, state-of-the-art machine learning methods offer a unique alternative approach to constructing such a hierarchy.