Before revision:  However, a careful analysis of existing literature reveals that prior studies observed improvements due to explanations only when the AI, alone, outperformed both the human and the best human-AI team.
After revision:  However, a careful analysis of existing literature reveals that prior studies observed improvements from explanations only when the AI, alone, outperformed both the human and the best human-AI team.