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Hallucination is identified as a specific challenge that can be mitigated in the context of Question Answering systems by utilizing Knowledge Graphs to augment Large Language Models, as described in [1].

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Large Language Models Meet Knowledge Graphs for Question ... arxiv.org arXiv 1 fact
claimLeveraging Knowledge Graphs to augment Large Language Models can help overcome challenges such as hallucinations, limited reasoning capabilities, and knowledge conflicts in complex Question Answering scenarios.