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:  Furthermore, we also show that while explanations rated as "helpful" significantly improve human performance in game rounds where the AI system's answers are mostly incorrect as compared to no-explanation games.