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Knowledge graphs are a foundational component of knowledge-graph-enhanced LLMs, as research explicitly categorizes the latter as a method for employing knowledge graphs to improve language model performance during pre-training and inference [1].

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Applying Large Language Models in Knowledge Graph-based ... arxiv.org Benedikt Reitemeyer, Hans-Georg Fill · arXiv 1 fact
referenceResearch 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.