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Zhi-Hong Cao

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Preprint Aug 2026

Clarify User Expertise: Towards Proactive Conversational Agents Tailoring Responses to User Proficiency

In the context of information seeking, conversational agents are undergoing an evolution from reactive tools to proactive, personalized assistants. A critical aspect of this evolution is the ability to tailor strategic interactions to a user's unique needs and expectations. Unlike existing studies that focus on proacti...

Zhi-Hong Cao, Chen Huang · 0 citations

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