Teacher-provided reasoning traces rewritten as graph mind maps guided a student model in multi-hop question answering tasks. Researchers found that flattening these graphs into text creates a modality gap. This suggests that Visual Graph Scaffolds organize branching thoughts more effectively than linear text. Practitioners can use this to optimize how models handle complex, non-linear logic.