Teacher-provided reasoning traces rewritten as graph mind maps outperform flattened text in multi-hop question answering. Researchers used these Visual Graph Scaffolds to guide student models through branching and converging thoughts. This approach reduces the modality gap in complex reasoning. Practitioners can use structured maps to improve model accuracy on multi-step tasks.