A Survey on the Application of LLM-based Multi-Agent System

ACL ARR 2025 February Submission1912 Authors

14 Feb 2025 (modified: 09 May 2025)ACL ARR 2025 February SubmissionEveryoneRevisionsBibTeXCC BY 4.0
Abstract: Multi-agent systems ( MAS ) have become a research hotspot since the rise of large language models ( LLMs). However, current review papers lack a thorough examination of the diverse applications of LLM-based multi-agent systems ( LLM-MAS ). This paper presents a comprehensive survey of applications of LLM-MAS. We provide an overview of the various applications of LLM-MAS in (i) solving complex tasks, (ii) simulating specific scenarios, and (iii) evaluating generative agents. Also, we highlight several challenges and propose future directions for research in this field.
Paper Type: Long
Research Area: NLP Applications
Research Area Keywords: NLP Applications
Contribution Types: Surveys
Languages Studied: English
Submission Number: 1912
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