---
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
