Teacher-provided reasoning traces rewritten as graph mind maps guide student models in multi-hop question answering. This approach treats graphs as internal reasoning assistance rather than mere external knowledge sources. Researchers found a distinct modality gap when these structures are flattened into text. The method helps models better organize branching and converging thoughts.