While incorporating existing knowledge (from curated knowledge bases) for the purpose of question-answering [12, 9, 16] is an important area of research, we consider the simpler setting where all the information is contained within the text itself -which is the approach taken by many recent memory based neural network models [17, <cite>18</cite>, 19, 20] .