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@jemoka / Jemoka Knowledge Base / raw/paper/emnlp2025/kbhemnlp2025_wu_zero_shot_graph_learning.md
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--- title: "EMNLP2025 Wu: Zero Shot Graph Learning via Explicit Reasoning" source: https://www.jemoka.com/posts/kbhemnlp2025_wu_zero_shot_graph_learning/ --- 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