Papers by Yuan Zuo
Graph-R1: Incentivizing the Zero-Shot Graph Learning Capability in LLMs via Explicit Reasoning (2025.emnlp-main)
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| Challenge: | Recent advances in Large Reasoning Models (LLMs) provide a zero-shot alternative via explicit, long chain-of-thought reasoning. |
| Approach: | They propose a GNN-free approach that reformulates graph tasks as textual reasoning problems solved by LRMs. |
| Outcome: | The proposed approach outperforms state-of-the-art baselines in zero-shot settings, producing interpretable and effective predictions. |