Recently, large scale datasets of document-queryanswer triples have been constructed from online newspaper articles and their summaries<cite> (Hermann et al., 2015)</cite> , by replacing named entities in the summaries with placeholders to form Cloze (Taylor, 1953 ) style questions ( Figure 1 ).