For example, while the task of supporting passage selection for factoid QA may be largely cast as a textual entailment problem, what makes an answer better than another in the real world for non-factoid QA often depends on many factors.
different from many other pairmatching NLP tasks, the linguistic similarities between questions and answers may or may not be indicative for our task.