Dependency paths focus on hidden features at syntactic and functional perspective, which is a good complementary to sentential encoding results.
performances drop by 2.17 if only dependency information is used, we find that under certain dependency structures, crucial words (bolded) are not in the path between the answer and the focus mention (underlined), for example, "who did draco malloy end up marrying" and "who did the philippines gain independence from".