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HARPO is a reinforcement learning framework from Huawei Technologies that jointly optimizes hallucination mitigation and creative writing via a Hallucination-Aware Generative Reward Model, a selective activation mechanism, and a data curriculum, reducing hallucination rates while boosting creative-writing quality on Qwen models.