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QA-GNN (Yasunaga et al., 2021) utilizes Graph Neural Networks (GNNs) to reason over knowledge graphs while incorporating LLM-based semantic reasoning. The model uses relevance scoring to estimate the importance of knowledge graph nodes concerning a given question and applies GNN reasoning to integrate those nodes into the LLM's answer generation.

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