Hierarchies have been used for organization, summarization, and access to information, yet a lingering issue is how best to construct them. In this paper, our goal is to automatically create domain specific hierarchies that can be used for browsing a document set and locating relevant documents. We examine methods of automatically generating hierarchies and evaluating them. To this end, we comp...