Abstract: A system and method for document retrieval is disclosed. The invention addresses a major problem in text-based document retrieval: rapidly finding a small subset of documents in a large document collection (e.g. Web pages on the Internet) that are relevant to a limited set of query terms supplied by the user. The invention is based on utilizing information contained in the document collection about the statistics of word relationships (“context”) to facilitate the specification of search queries and document comparison. The method consists of first compiling word relationships into a context database that captures the statistics of word proximity and occurrence throughout the document collection. At retrieval time, a search matrix is computed from a set of user-supplied keywords and the context database. For each document in the collection, a similar matrix is computed using the contents of the document and the context database.