Can Language Models Teach Weaker Agents? Teacher Explanations Improve Students via Theory of Mind

It is demonstrated that in multi-turn interactions, teacher explanations generalize and learning from explained data improves student performance on future unexplained data and is verified that misaligned teachers can lower student performance to random chance by intentionally misleading them.