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The KG-IRAG framework was evaluated using three new datasets: weatherQA-Irish, weatherQA-Sydney, and trafficQA-TFNSW, which are designed to test Large Language Models on time-sensitive and event-based queries requiring temporal reasoning and logical inference.

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