MAC: A Multi-Agent Framework for Interactive User Clarification in Multi-turn Conversations
By: Emre Can Acikgoz, Jinoh Oh, Joo Hyuk Jeon, Jie Hao, Heng Ji, Dilek Hakkani-Tür, Gokhan Tur, Xiang Li, Chengyuan Ma, Xing Fan
Published: 2025-12-16
View on arXiv →#cs.AI
Abstract
Presents MAC, a multi-agent framework designed to enhance conversational AI by enabling interactive clarification with users in multi-turn dialogues, improving understanding and task completion. This innovation is crucial for developing more effective and user-friendly virtual assistants, chatbots, and customer service applications.