In the classic and most simple form of QA, questions are formulated in such a way that the evidence required to answer them may be contained in a single paragraph, or even in a single sentence.
in each epoch, a question appears as a training sample four times; once with the relevant paragraph, and three times with randomly sampled irrelevant paragraphs.