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Introduces Inquisitive Conversational Agents (ICAs) for proactive information extraction in legal dialogue, proposing a Dual Hierarchical Reinforcement Learning framework that learns when and how to ask probing questions, evaluated on U.S. Supreme Court oral arguments.