Improving Factuality and Reasoning in Language Models through Multiagent Debate

23 May 2023

Yilun Du

Shuang Li

Antonio Torralba

Papers citing "Improving Factuality and Reasoning in Language Models through Multiagent Debate"

50 / 453 papers shown

Title
MACI: Multi-Agent Collaborative Intelligence for Adaptive Reasoning and Temporal Planning Edward Y. Chang LLMAG 80 1 0 28 Jan 2025
Benchmarking and Defending Against Indirect Prompt Injection Attacks on Large Language Models Jingwei Yi Yueqi Xie Bin Zhu Emre Kiciman Guangzhong Sun Xing Xie Fangzhao Wu AAML 47 61 0 28 Jan 2025
MADP: Multi-Agent Deductive Planning for Enhanced Cognitive-Behavioral Mental Health Question Answer Qi Chen Dexi Liu 31 0 0 28 Jan 2025
Large Language Models as an Indirect Reasoner: Contrapositive and Contradiction for Automated Reasoning Yanfang Zhang Yiliu Sun Yibing Zhan Dapeng Tao Dacheng Tao Chen Gong LRM AI4CE LLMAG 82 2 0 28 Jan 2025
LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks Zan-Kai Chong Hiroyuki Ohsaki Bryan Ng 34 1 0 13 Jan 2025
Multi-Agent Collaboration Mechanisms: A Survey of LLMs Khanh-Tung Tran Dung Dao Minh-Duong Nguyen Quoc-Viet Pham Barry O’Sullivan Hoang D. Nguyen LLMAG 85 22 0 10 Jan 2025
A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application Shuaihang Chen Yuanxing Liu Wei Han Weinan Zhang Ting Liu LLMAG AI4CE 43 1 0 08 Jan 2025
PRD: Peer Rank and Discussion Improve Large Language Model based Evaluations Ruosen Li Teerth Patel Xinya Du LLMAG ALM 40 94 0 03 Jan 2025
What if LLMs Have Different World Views: Simulating Alien Civilizations with LLM-based Agents Mingyu Jin Beichen Wang Zhaoqian Xue Suiyuan Zhu Wenyue Hua Hua Tang Kai Mei Mengnan Du Yongfeng Zhang LM&Ro LLMAG 70 10 0 03 Jan 2025
AI Agent for Education: von Neumann Multi-Agent System Framework Yuan-Hao Jiang Ruijia Li Yizhou Zhou Changyong Qi Hanglei Hu Yuang Wei Bo Jiang Yonghe Wu LLMAG 43 3 0 03 Jan 2025
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs Xingyu Chen Jiahao Xu Tian Liang Zhiwei He Jianhui Pang ... Z. Zhang Rui Wang Zhaopeng Tu Haitao Mi Dong Yu LRM ReLM 51 90 0 30 Dec 2024
Gradual Vigilance and Interval Communication: Enhancing Value Alignment in Multi-Agent Debates Rui Zou Mengqi Wei Jintian Feng Qian Wan Jianwen Sun Sannyuya Liu 70 0 0 18 Dec 2024
Refining Answer Distributions for Improved Large Language Model Reasoning Soumyasundar Pal Didier Chetelat Yingxue Zhang Mark Coates ReLM LRM 79 0 0 17 Dec 2024
The Superalignment of Superhuman Intelligence with Large Language Models Minlie Huang Yingkang Wang Shiyao Cui Pei Ke J. Tang 103 1 0 15 Dec 2024
Dipper: Diversity in Prompts for Producing Large Language Model Ensembles in Reasoning tasks Gregory Kang Ruey Lau Wenyang Hu Diwen Liu Jizhuo Chen S. Ng Bryan Kian Hsiang Low LRM AI4CE 68 7 0 12 Dec 2024
From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents Xinyi Mou Xuanwen Ding Qi He Liang Wang Jingcong Liang ... L. Sun Jiayu Lin Jie Zhou Xuanjing Huang Zhongyu Wei LLMAG LM&Ro AI4CE 77 11 0 04 Dec 2024
Towards Adaptive Mechanism Activation in Language Agent Ziyang Huang Jun Zhao Kang-Jun Liu LLMAG AI4CE 73 0 0 01 Dec 2024
Simple and Provable Scaling Laws for the Test-Time Compute of Large Language Models Yanxi Chen Xuchen Pan Yaliang Li Bolin Ding Jingren Zhou LRM 70 1 0 29 Nov 2024
$H^3$ Fusion: Helpful, Harmless, Honest Fusion of Aligned LLMs Selim Furkan Tekin Fatih Ilhan Tiansheng Huang Sihao Hu Zachary Yahn Ling Liu MoMe 63 3 0 26 Nov 2024
Generalist Virtual Agents: A Survey on Autonomous Agents Across Digital Platforms Minghe Gao Wendong Bu Bingchen Miao Yang Wu Yunfei Li Juncheng Billy Li Siliang Tang Qi Wu Yueting Zhuang Meng Wang LM&Ro 33 3 0 17 Nov 2024
A Novel Approach to Eliminating Hallucinations in Large Language Model-Assisted Causal Discovery Grace Sng Yanming Zhang Klaus Mueller 59 0 0 16 Nov 2024
Multi-Agents are Social Groups: Investigating Social Influence of Multiple Agents in Human-Agent Interactions Tianqi Song Yugin Tan Zicheng Zhu Yibin Feng Yi-Chieh Lee AI4CE 27 2 0 07 Nov 2024
Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks Adam Fourney Gagan Bansal Hussein Mozannar Cheng Tan Eduardo Salinas ... Victor C. Dibia Ahmed Hassan Awadallah Ece Kamar Rafah Hosn Saleema Amershi AI4CE LRM LLMAG 38 34 0 07 Nov 2024
Evaluating Moral Beliefs across LLMs through a Pluralistic Framework Xuelin Liu Yanfei Zhu Shucheng Zhu Pengyuan Liu Ying Liu Dong Yu 21 1 0 06 Nov 2024
SMoA: Improving Multi-agent Large Language Models with Sparse Mixture-of-Agents Dawei Li Zhen Tan Peijia Qian Yifan Li Kumar Satvik Chaudhary Lijie Hu Jiayi Shen 45 6 0 05 Nov 2024
SLED: Self Logits Evolution Decoding for Improving Factuality in Large Language Models Jianyi Zhang Da-Cheng Juan Cyrus Rashtchian Chun-Sung Ferng Heinrich Jiang Y. Chen 29 4 0 01 Nov 2024
DARD: A Multi-Agent Approach for Task-Oriented Dialog Systems Aman Gupta Anirudh Ravichandran Ziji Zhang S. Anurag Beniwal Narayanan Sadagopan 42 1 0 01 Nov 2024
Scaling LLM Inference with Optimized Sample Compute Allocation Kexun Zhang Shang Zhou Danqing Wang William Yang Wang Lei Li 45 7 0 29 Oct 2024
ElectionSim: Massive Population Election Simulation Powered by Large Language Model Driven Agents X. Zhang Jiayu Lin L. Sun Weihong Qi Yihang Yang ... Siming Chen Jiebo Luo Xuanjing Huang Shiping Tang Zhongyu Wei LLMAG 32 10 0 28 Oct 2024
SWE-Search: Enhancing Software Agents with Monte Carlo Tree Search and Iterative Refinement Antonis Antoniades Albert Örwall Kexun Zhang Yuxi Xie Anirudh Goyal William Yang Wang LLMAG 42 11 0 26 Oct 2024
LLM-Consensus: Multi-Agent Debate for Visual Misinformation Detection Kumud Lakara Juil Sock Christian Rupprecht Philip H. S. Torr John Collomosse Christian Schroeder de Witt Christian Schroeder de Witt 25 2 0 26 Oct 2024
Cooperative Strategic Planning Enhances Reasoning Capabilities in Large Language Models Danqing Wang Zhuorui Ye Fei Fang Lei Li LLMAG LRM 18 0 0 25 Oct 2024
Can We Trust AI Agents? An Experimental Study Towards Trustworthy LLM-Based Multi-Agent Systems for AI Ethics José Antonio Siqueira de Cerqueira Mamia Agbese Rebekah A. Rousi Nannan Xi Juho Hamari P. Abrahamsson LLMAG 19 4 0 25 Oct 2024
Investigating the Role of Prompting and External Tools in Hallucination Rates of Large Language Models Liam Barkley Brink van der Merwe HILM LLMAG LRM 27 4 0 25 Oct 2024
EnvBridge: Bridging Diverse Environments with Cross-Environment Knowledge Transfer for Embodied AI Tomoyuki Kagaya Yuxuan Lou Thong Jing Yuan Subramanian Lakshmi J. Karlekar ... Natsuki Murakami Akira Kinose Koki Oguri Felix Wick Yang You 15 0 0 22 Oct 2024
Who is Undercover? Guiding LLMs to Explore Multi-Perspective Team Tactic in the Game Ruiqi Dong Zhixuan Liao Guangwei Lai Yuhan Ma Danni Ma Chenyou Fan LLMAG 21 0 0 20 Oct 2024
An Electoral Approach to Diversify LLM-based Multi-Agent Collective Decision-Making Xiutian Zhao Ke Wang Wei Peng 26 1 0 19 Oct 2024
MARLIN: Multi-Agent Reinforcement Learning Guided by Language-Based Inter-Robot Negotiation Toby Godfrey William Hunt Mohammad D. Soorati 46 1 0 18 Oct 2024
Teaching Models to Balance Resisting and Accepting Persuasion Elias Stengel-Eskin Peter Hase Mohit Bansal MU 29 3 0 18 Oct 2024
ControlAgent: Automating Control System Design via Novel Integration of LLM Agents and Domain Expertise Xingang Guo Darioush Keivan U. Syed Lianhui Qin Huan Zhang Geir Dullerud Peter M. Seiler Bin Hu 23 4 0 17 Oct 2024
Think Thrice Before You Act: Progressive Thought Refinement in Large Language Models Chengyu Du Jinyi Han Yizhou Ying Aili Chen Qianyu He ... Haoran Guo Jiaqing Liang Zulong Chen Liangyue Li Yanghua Xiao KELM CLL LRM 25 1 0 17 Oct 2024
Anchored Alignment for Self-Explanations Enhancement Luis Felipe Villa-Arenas Ata Nizamoglu Qianli Wang Sebastian Möller Vera Schmitt 16 0 0 17 Oct 2024
"Let's Argue Both Sides": Argument Generation Can Force Small Models to Utilize Previously Inaccessible Reasoning Capabilities Kaveh Eskandari Miandoab Vasanth Sarathy LRM ReLM 20 0 0 16 Oct 2024
MedAide: Towards an Omni Medical Aide via Specialized LLM-based Multi-Agent Collaboration Jinjie Wei Dingkang Yang Yanshu Li Qingyao Xu Zhaoyu Chen M. Li Yue Jiang Xiaolu Hou Lihua Zhang 28 1 0 16 Oct 2024
Model Swarms: Collaborative Search to Adapt LLM Experts via Swarm Intelligence Shangbin Feng Zifeng Wang Yike Wang Sayna Ebrahimi Hamid Palangi ... Nathalie Rauschmayr Yejin Choi Yulia Tsvetkov Chen-Yu Lee Tomas Pfister MoMe 30 3 0 15 Oct 2024
G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks Guibin Zhang Yanwei Yue Xiangguo Sun Guancheng Wan Miao Yu Junfeng Fang Kun Wang Dawei Cheng Dawei Cheng AAML AI4CE 46 5 0 15 Oct 2024
A Scalable Communication Protocol for Networks of Large Language Models Samuele Marro Emanuele La Malfa Jesse Wright G. Li Nigel Shadbolt Michael Wooldridge Philip H. S. Torr GNN AIFin 25 2 0 14 Oct 2024
Expanding Search Space with Diverse Prompting Agents: An Efficient Sampling Approach for LLM Mathematical Reasoning Gisang Lee Sangwoo Park Junyoung Park Andrew Chung Sieun Park Yoonah Park Byungju Kim Min-gyu Cho LRM 20 1 0 13 Oct 2024
Society of Medical Simplifiers Chen Lyu Gabriele Pergola MedIm 21 0 0 12 Oct 2024
Diversity of Thought Elicits Stronger Reasoning Capabilities in Multi-Agent Debate Frameworks Mahmood Hegazy LLMAG LRM AI4CE 21 0 0 10 Oct 2024