Due to offsetting one of the constituents, the composition operation is not commutative and hence avoids identical representations for house boat and boat house.
the typed nature of our vector space re-  sults in extreme sparsity, for example while the untyped VSM has 130k dimensions, our APT model can have more than 3m dimensions.