Before revision:  Notably, a few correct explanations can readily improve human performance in game rounds where the AI system's answers are mostly incorrect as compared to no-explanation games.
After revision:  Notably, a few correct explanations can readily improve human performance , "incorrect" and "unhelpful" explanations can degrade performance as compared to no-explanation games.