This system is developed to present an innovative approach for generating multiple choice questions automatically. Question Paper (MCQ) Generator may be a special and unique software, which may be utilized in school, institution, colleges, test paper setters which want to possess an enormous database of questions for frequent generation of question papers. Questions can be included in paper as well as difficulty level of them can be increased. We present a completely different approach to automated question generation which improves the prior work both from a technology and assessment perspective. Our system is focused at engaging language learners by generating mcq’s which utilize specific inference steps on multiple sentences, namely reference resolution and paraphrase detection. The system also generates correct answers and semantically correct distracters as answer choices. Evaluation by human annotators indicates that our approach requires a bigger number of inference steps, which necessitate deeper semantic understanding of texts than a standard single sentence approach.Keywords: MCQs, Multiple-Choice Question, distracters, Question, Answer, etc