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LLM-empowered agents (LAAs) demonstrate unique advantages over Knowledge Graphs (KGs) by analogizing human reasoning with agentic workflows and various prompting techniques, scaling effectively on large datasets, adapting to in-context samples, and leveraging the emergent abilities of Large Language Models.

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