Teacher-provided reasoning traces rewritten as graph mind maps guide student models in multi-hop question answering. Researchers found a distinct modality gap when these structures are flattened into text. This approach treats graphs as internal reasoning organizers rather than just external knowledge sources. It offers a new method for structuring complex logic in LLMs.