Research#llm🔬 ResearchAnalyzed: Jan 4, 2026 09:03

MAC: A Multi-Agent Framework for Interactive User Clarification in Multi-turn Conversations

Published:Dec 15, 2025 10:02
1 min read
ArXiv

Analysis

The article introduces a multi-agent framework (MAC) designed to improve user clarification in multi-turn conversations. This suggests a focus on enhancing the ability of conversational AI to understand and respond effectively to complex user queries that require clarification. The use of a multi-agent approach likely aims to distribute the tasks of understanding, clarifying, and responding, potentially leading to more robust and nuanced interactions. The source being ArXiv indicates this is a research paper, suggesting a focus on novel techniques and experimental validation.

Reference