A feature represents another word (or term) w with which w co-occurs, and possibly specifies also the syntactic relationship between the two words, as in Grefenstette (1994), Lin (1998), and Weeds and Weir (2005).
a word (or term) w is represented by a feature vector, where each entry in the vector corresponds to a feature f .