On one hand, this is  Table 3: VerbNet accuracy without the none class generally in contrast with standard text categorization tasks, for which n-gram models show accuracy comparable to the simpler BOW.
it simply confirms that verb classification requires the dependency information between words (i.e., at least the sequential structure information provided by SK).