In the SimLex-999 dataset which focuses on the word similarity, the cognition (lexical relation) and the sentiment modules turned out to be important.
noting that the different types of words may have different sensitivity toward the modules, we adjusted the relative weights for a particular aspect of interest to be from 0.1 to 3.5 while maintaining others to 1.0.