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Adversarial Closed-Loop Curriculum for Evolving Role-Playing Agents

Zhang, Zheng et al.
arXiv (All) · Papers
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Role-playing agents based on large language models have been widely applied in areas such as personalized assistance and social simulation. Recent RL methods typically train on a fixed scenario pool collected before learning begins. This creates a distributional bottleneck: as the agent improves, th
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