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The KG-IRAG system is compared against two other RAG methods: a standard RAG method without exploration (where LLMs decide the data needed, retrieve it, and then process it) and KG-RAG, which utilizes a Chain of Exploration for Knowledge Graph retrieval as described by Sanmartin (2024).

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