1. A machine implemented system that effectuates queryline tracking, comprising: an analysis component that constructs and utilizes an evolving topic model to discover within one or more documents delivered in a stream one or more themes or storylines associated with a query; and a notification component that generates and propagates an alert based at least in part on the relative ordering and a novelty related to the one or more themes or storylines.