The APT generated by a dependency tree, however, provides contextualized lexeme representations where the weights have been adjusted by the influence of the contextual lexemes so that the co-occurrences relating to the correct usage have been appropriately upweighted, and the co-occurrences found in other circumstances down-weighted.
aPT structures automatically perform word sense induction on lexemelevel representations and this is demonstrable through the lexeme similarity measure.