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01 CONTEXT Knowledge Graphs (KGs) represent knowledge in the form of relations between entities, referred to as facts, typically grounded in formal ontological models. Such machine-readable formats enable AI systems to make decisions using clear and verifiable data. At the same time, Large Language Models (LLMs) have revolutionized the landscape of AI and are widely utilized in various NLP tasks. 02 CHALLENGE Despite their remarkable performance, LLMs suffer from significant drawbacks. First, they are train
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