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The survey identifies three main integration paradigms for combining Large Language Models (LLMs) and Knowledge Graphs (KGs): KG-Augmented LLMs, which integrate knowledge graphs to enhance LLM performance and interpretability; LLMs-Augmented KGs, where LLMs improve the quality and functionality of Knowledge Graphs; and Synergized LLMs + KG, which refers to the mutual integration of both into a single framework.

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