{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/agentverse-facilitating-multi-agent","title":"AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors","arxiv_id":"2308.10848","date":"2023-08-21","proceeding":null,"authors":["Weize Chen","Yusheng Su","Jingwei Zuo","Cheng Yang","Chenfei Yuan","Chi-Min Chan","Heyang Yu","Yaxi Lu","Yi-Hsin Hung","Chen Qian","Yujia Qin","Xin Cong","Ruobing Xie","Zhiyuan Liu","Maosong Sun","Jie zhou"],"abstract":"Autonomous agents empowered by Large Language Models (LLMs) have undergone significant improvements, enabling them to generalize across a broad spectrum of tasks. However, in real-world scenarios, cooperation among individuals is often required to enhance the efficiency and effectiveness of task accomplishment. Hence, inspired by human group dynamics, we propose a multi-agent framework \\framework that can collaboratively and dynamically adjust its composition as a greater-than-the-sum-of-its-parts system. Our experiments demonstrate that \\framework framework can effectively deploy multi-agent groups that outperform a single agent. Furthermore, we delve into the emergence of social behaviors among individual agents within a group during collaborative task accomplishment. In view of these behaviors, we discuss some possible strategies to leverage positive ones and mitigate negative ones for improving the collaborative potential of multi-agent groups. Our codes for \\framework will soon be released at \\url{https://github.com/OpenBMB/AgentVerse}.","url_abs":"https://arxiv.org/abs/2308.10848v3","url_pdf":"https://arxiv.org/pdf/2308.10848v3.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"agentverse-facilitating-multi-agent","repo_url":"https://github.com/openbmb/agentverse","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"Apache-2.0"}}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=2308.10848","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}