For the related important sentence detection task in text summarization,  therefore propose a two-stage approach (Lee and Liu, 2003;Elkan and Noto, 2008) to augment the set of known summaryworthy sentences.
we adopt a conservative approach rather than predict too many sentences as being question-worthy: we pair up source sentences with their corresponding questions, and use just these sentence-question pairs to training the encoder-decoder model.