The distinction between vector spaces based on untyped and typed co-occurrences was formalized by Padó and Lapata (2007) and Baroni and Lenci (2010).
baroni and Lenci showed that typed co-occurrences based on grammatical relations were better than untyped cooccurrences for distinguishing certain semantic relations.