In the graph, the context similarity between documents is computed and used as the edges normally, where the width of the context window that surround the target entity in the document is typically chosen to be 10, 20 or 50 words.
the documents considered here are limited in length, and a user seldom changes the topic in so few words; thus, we regard the entire document as the context of its target entities.