In particular, Baroni and Lenci showed that typed co-occurrences based on grammatical relations were better than untyped cooccurrences for distinguishing certain semantic relations.
as shown by Weeds, Weir, and Reffin (2014), it does not make sense to compose typed features based on firstorder dependency relations through multiplication and addition, because the vector spaces for different parts of speech are largely non-overlapping.