The intuition behind this method is the hidden structural information among the documents: similar documents are likely to have the same hidden information with respect to a query.
if a group of documents are talking about the same topic which shares a strong similarity with a query, in our method they will get allocated similar ranking as they are more likely to be relevant to the query.