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Methods for combining knowledge graphs and large language models are classified into three categories: KGs empowered by LLMs (adding interpretability, semantic understanding, and entity embeddings), LLMs empowered by KGs (forecasting with KG data, injecting implicit knowledge, and KG construction), and Hybrid Approaches (unified combination).

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