procedure
In the second stage of experiments, the KG-IRAG framework is compared against Graph-RAG and KG-RAG (Sanmartin, 2024) by evaluating generated answers against true answers using exact match, F1 Score, and Hit Rate metrics, while hallucinations are judged based on the answers generated by the LLMs under each framework.

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