Deep learning (DL) has taken the research community by storm. The employment of DL techniques can be seen everywhere, DL has been pervasive as methodology, and the area of multiple-choice question generation is also joining the club of DL applications. In this chapter, we propose a DL methodology to solve a problem which to our knowledge has not been tackled before: the generation of multiple-choice questions (MCQs) which are based on the information of not one sentence only, but on a sequence of sentences.