They clearly indicate that cross-lingual synonymy constraints are useful for both relationship types (compare the scores with XLing), with strong gains over the nonspecialised distributional space.
the inclusion of VerbNet information, while boosting classification scores for target languages and (trivially) for EN, deteriorates EN similarity scores across the board (compare XLing+VN against XLing in Tab.