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Hallucinations in Large Language Models negatively impact the reliability and efficiency of AI systems in high-impact domains such as medicine (Lee et al., 2023), law (Bommarito and Katz, 2022), journalism (Andrews et al., 2023), and scientific communication (Nakano et al., 2021; Liu et al., 2023).

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