One-Liner Novelty Background How do LLMs do graphs? predict text from graphs (convert graph into text, autoregression) align text with graph (GNN + LLM late fusion) encode text with graph (stick LLM embedding to a GNN as a prompt) Motivation Notable Methods Key Figs New Concepts Notes