Before revision:  Furthermore, we show that while good explanations improve human performance , incorrect explanations can degrade game performance as compared to no-explanation games.
After revision:  Furthermore, we show that while good explanations improve human performance when VQA answers are mostly incorrect as compared to no-explanation games.