Visual Graph Scaffolds for Structural Reasoning in Large Language Models

In three linesStudy showing visual graphs help LLMs organize multi-hop reasoning better than text representations. Graph-structured mind maps guide models without direct answer hints, unlike flattened text graphs. Advantage persists after supervised fine-tuning and KL-based distillation.

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