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UniPolicy is proposed, an objective-aware multi-policy alignment framework that supports parallel, business-customizable multi-policy beam search, flexibly allocating candidate quotas across objectives under a fixed retrieval budget and outperforming single-objective reinforcement learning and naive reward-fusion baselines.
