Logic suggests that if a system identifies sentences rather than documents, it should use a corpus weighting scheme based on the number of sentences rather than the number documents.
the system should replace IDF with the Inverse Sentence Frequency (ISF), where N in (1) is the total number of sentences and n i is the number of sentences with term i.