1. A system for classifying a type of page of a set of serially organized pages, the system comprising: one or more processors configured with computer-executable instructions that, when executed, cause the one or more processors to: determine a preliminary classification for a page of the set of serially organized pages based at least in part on content in the page, wherein the preliminary classification is determined independent of content in other pages of the set of serially organized pages; identify a location of the page within the set of serially organized pages, wherein the location of the page indicates an ordering of the page relative to other pages in the set of serially organized pages; determine an updated classification for the page, wherein the updated classification is determined at least from inputs comprising the preliminary classification for the page, as based at least in part on the content in the page, and the location of the page relative to other pages in the set of serially organized pages; and utilizing the updated classification to fulfill a user request for a page corresponding to the updated classification.