Most often this information is used in the form of relationships between words -for example, how semantically similar two words are, or which nouns are the objects of a verb.
surprisingly, Rahman and Ng (2011) demonstrated that a system using almost exclusively lexical features could outperform systems which used more traditional sets of features.