We hypothesize that Mnemonic Reader's self-alignment layer, which helps model long-distance relationships between parts of the paragraph, makes it better at locating all pieces of evidence that support the correct answer.
it can be more confident in the correct answer, compared to the fake answer inserted by the adversary.