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Synergized LLMs + KGs involve a bidirectional integration, often featuring LLM-based agents that reason over, interact with, and manipulate Knowledge Graphs to perform complex, multi-step tasks, as described by Jiang et al. (2024) and Luo et al. (2023).

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