Since topic changes sometimes happen within a single document, and our end task is sentence retrieval, we also investigate the notion of word cooccurrence in a smaller segment of text such as a sentence.
to the document-wise model, sentence-wise co-occurrence does not consider whole documents, and only concerns itself with the number of times that two words occur in the same sentence.