reference
Previous academic surveys have established a roadmap for unifying LLMs and KGs (Pan et al., 2024), discussed opportunities and challenges in leveraging LLMs for knowledge extraction and ontology construction (Pan et al., 2023), summarized integration paradigms (Kau et al., 2024; Ibrahim et al., 2024), and provided overviews of knowledge injection methods (Song et al., 2025), multilingual KG question answering (Perevalov et al., 2024), temporal KG QA (Su et al., 2024), complex QA (Daull et al., 2023), and the intersection of search engines, KGs, and LLMs for user information seeking (Hogan et al., 2025).

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