Should we be going MAD? A Look at Multi-Agent Debate Strategies for LLMs

Should we be going MAD? A Look at Multi-Agent Debate Strategies for LLMs

29 November 2023

Andries P. Smit

Nathan Grinsztajn

Thomas D. Barrett

Papers citing "Should we be going MAD? A Look at Multi-Agent Debate Strategies for LLMs"

18 / 18 papers shown

Title
Reasoning Court: Combining Reasoning, Action, and Judgment for Multi-Hop Reasoning Jingtian Wu Claire Cardie LRM 24 0 0 14 Apr 2025
Do We Truly Need So Many Samples? Multi-LLM Repeated Sampling Efficiently Scales Test-Time Compute Jianhao Chen Zishuo Xun Bocheng Zhou Han Qi Qiaosheng Zhang ... Wei Hu Yuzhong Qu W. Ouyang Wanli Ouyang Shuyue Hu 74 0 0 01 Apr 2025
Aurelia: Test-time Reasoning Distillation in Audio-Visual LLMs Sanjoy Chowdhury Hanan Gani Nishit Anand Sayan Nag Ruohan Gao Mohamed Elhoseiny Salman Khan Dinesh Manocha LRM 40 0 0 29 Mar 2025
Self-Evolving Multi-Agent Simulations for Realistic Clinical Interactions Mohammad Almansoori K. K. Hisham Cholakkal 84 0 0 28 Mar 2025
When Debate Fails: Bias Reinforcement in Large Language Models Jihwan Oh Minchan Jeong Jongwoo Ko Se-Young Yun LLMAG AI4CE 49 0 0 21 Mar 2025
Enhancing Text Classification with a Novel Multi-Agent Collaboration Framework Leveraging BERT Hediyeh Baban Sai A Pidapar Aashutosh Nema Sichen Lu LLMAG 72 0 0 25 Feb 2025
Towards Effective GenAI Multi-Agent Collaboration: Design and Evaluation for Enterprise Applications Raphael Shu Nilaksh Das Michelle Yuan Monica Sunkara Yi Zhang LLMAG 69 2 0 06 Dec 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
Knowledge Mechanisms in Large Language Models: A Survey and Perspective Meng Wang Yunzhi Yao Ziwen Xu Shuofei Qiao Shumin Deng ... Yong-jia Jiang Pengjun Xie Fei Huang Huajun Chen Ningyu Zhang 47 27 0 22 Jul 2024
Modeling Emotions and Ethics with Large Language Models Edward Y. Chang 32 1 0 15 Apr 2024
Learning to Break: Knowledge-Enhanced Reasoning in Multi-Agent Debate System Haotian Wang Xiyuan Du Weijiang Yu Qianglong Chen Kun Zhu Zheng Chu Lian Yan Yi Guan 25 10 0 08 Dec 2023
Generative Agents: Interactive Simulacra of Human Behavior J. Park Joseph C. O'Brien Carrie J. Cai Meredith Ringel Morris Percy Liang Michael S. Bernstein LM&Ro AI4CE 215 1,727 0 07 Apr 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 4,048 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,217 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 303 11,881 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,402 0 28 Jan 2022
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 226 4,424 0 23 Jan 2020
PubMedQA: A Dataset for Biomedical Research Question Answering Qiao Jin Bhuwan Dhingra Zhengping Liu William W. Cohen Xinghua Lu 202 806 0 13 Sep 2019