In this talk, we propose a general framework for topic-specific summarization of large text corpora and illustrate how it can be used for the analysis of document collections. Our framework, concise comparative summarization (CCS), is built on sparse classification methods. It is a lightweight and flexible tool that offers a compromise between simple word frequency based methods currently in...