Researchers used teacher-provided reasoning traces rewritten as graph mind maps to guide student models in multi-hop question answering. This approach treats graphs as internal reasoning organizers rather than just external knowledge sources. The study identifies a distinct modality gap when these structures are flattened into text. Practitioners can use these scaffolds to better organize complex, branching logic.