Thus, to remedy the bag-of-words failing, we extend the generic DSM model to several relation-specific distributions over syntactic neighborhoods.
one can think of the Structured DSM (SDSM) representation of a word/phrase as several vectors defined over the same vocabulary, each vector representing the word's selectional preferences for its various syntactic arguments.