Abstract The availability of large-scale datasets has driven the development neural models that create generic summaries for single or multiple documents. For query-focused summarization (QFS), labeled training data in form queries, documents, and is not readily available. We provide a unified modeling framework any kind summarization, under assumption all are response to query, which observed ...