Hey Chat, Can You Teach Me? Structuring Socratic Dialogue for Human Learning in the Wild
Researchers demonstrate that scaling large language models alone is insufficient for effective tutoring. By combining knowledge graphs with reinforcement learning to structure Socratic dialogue, their system outperforms frontier LLMs and specialized education models in teaching STEM and non-STEM subjects over extended sessions.