3.1 Impact language models From the retrieval perspective, our collection is the paper to be summarized, and each sentence is a "document" to be retrieved.
unlike in the case of ad hoc retrieval, we do not really have a query describing the impact of the paper; instead, we have a lot of citation contexts that can be used to infer information about the query.