Although we focused on the <cite>AddSent</cite> adversary <cite>(Jia and Liang, 2017)</cite> , our method of effective adversarial training by eliminating superficial statistical correlations (with joint model capability improvements) are generalizable to other similar insertion-based adversaries for Q&A tasks.