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Research into employing knowledge graphs to address modeling language semantics includes three areas: (1) Knowledge Graph-enhanced LLMs for improving LLM knowledge during pre-training and inference, (2) LLM-augmented Knowledge Graphs for tasks like graph construction or question answering, and (3) Synergized LLMs + Knowledge Graphs for bidirectional enhancement of both systems.

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