Following the success of Inverse Document Frequency (IDF) in filtering out high frequent words in text classification tasks (Joachims, 1998), we define Inverse Sentence Frequency (ISF) of a word as the reciprocal of the number of sentences in which that word appears in a corpus.
iSF is computed as follows: iSF(w) = log 1 + no.