Jia and Liang (2017) addressed this problem and proposed an adversarial version of the SQuAD dataset, which was created by adding a distractor sentence to each paragraph.
as shown in Section 2, the maximization of MI needs positive samples and negative samples drawn from joint distribution and the product of marginal distribution respectively.