The document discusses query-based summarization, including defining the task, evaluation criteria, and general and application-specific approaches. Query-based summarization produces a summary from documents based on a query, and can be extractive or abstractive. Evaluation uses ROUGE metrics. Approaches include document graphs, linguistics, machine learning, and application-tailored systems for domains like medicine and opinion summarization.