For example, in the NUS Corpus of Learner English (NUCLE) corpus (Dahlmeier & Ng, 2011b), there are a total of 3,302 preposition mistakes out of a total of 147,087 prepositions.
to build confusion sets for open class words such as verbs, one would need a very large annotated corpus.