As described earlier, we focus on single document summarization with small amounts of reference summaries, and propose a general framework for summarization that is useful for extracting sentences from a document along with its external related information.
we formalize estimation of the above-described document subjects as a document classification task and solve document summarization in the framework of multitask learning for sentence extraction and document classification.