Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key?

28 February 2024

Papers citing "Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key?"

25 / 25 papers shown

Title
Towards Multi-Agent Reasoning Systems for Collaborative Expertise Delegation: An Exploratory Design Study Baixuan Xu Chunyang Li Weiqi Wang Wei Fan Tianshi Zheng Haizhou Shi Tao Fan Yangqiu Song Qiang Yang 31 0 0 12 May 2025
Enigme: Generative Text Puzzles for Evaluating Reasoning in Language Models John Hawkins ReLM LRM 57 0 0 08 May 2025
VTS-LLM: Domain-Adaptive LLM Agent for Enhancing Awareness in Vessel Traffic Services through Natural Language Sijin Sun Liangbin Zhao Ming Deng Xiuju Fu 19 0 0 02 May 2025
A Survey on Large Language Model based Human-Agent Systems Henry Peng Zou Wei-Chieh Huang Yaozu Wu Yankai Chen Chunyu Miao ... Heng Chang Yuwei Cao Dongyuan Li Renhe Jiang Philip S. Yu LLMAG LM&Ro LM&MA 79 0 0 01 May 2025
RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning Z. Wang Kaidi Wang Q. Wang Pingyue Zhang Linjie Li ... Jiajun Wu L. Fei-Fei Lijuan Wang Yejin Choi Manling Li 86 3 0 24 Apr 2025
Debate Only When Necessary: Adaptive Multiagent Collaboration for Efficient LLM Reasoning Sugyeong Eo Hyeonseok Moon Evelyn Hayoon Zi Chanjun Park Heuiseok Lim LLMAG 46 1 0 07 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 54 0 0 29 Mar 2025
LLMs Can Generate a Better Answer by Aggregating Their Own Responses Zichong Li Xinyu Feng Yuheng Cai Zixuan Zhang Tianyi Liu Chen Liang Weizhu Chen Haoyu Wang T. Zhao LRM 50 1 0 06 Mar 2025
Efficient Algorithms for Verifying Kruskal Rank in Sparse Linear Regression and Related Applications Fengqin Zhou 58 0 0 06 Mar 2025
Voting or Consensus? Decision-Making in Multi-Agent Debate Lars Benedikt Kaesberg Jonas Becker Jan Philip Wahle Terry Ruas Bela Gipp 74 1 0 26 Feb 2025
The Hidden Strength of Disagreement: Unraveling the Consensus-Diversity Tradeoff in Adaptive Multi-Agent Systems Zengqing Wu Takayuki Ito 42 0 0 23 Feb 2025
Rethinking Mixture-of-Agents: Is Mixing Different Large Language Models Beneficial? Wenzhe Li Yong Lin Mengzhou Xia Chi Jin MoE 91 2 0 02 Feb 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 94 2 0 28 Jan 2025
Reinforcement Learning Enhanced LLMs: A Survey Shuhe Wang Shengyu Zhang Jingyang Zhang Runyi Hu Xiaoya Li Tianwei Zhang Jiwei Li Fei Wu G. Wang Eduard H. Hovy OffRL 134 7 0 05 Dec 2024
Automate Strategy Finding with LLM in Quant Investment Zhizhuo Kou Holam Yu Jingshu Peng Lei Chen Lei Chen AIFin 47 6 0 10 Sep 2024
From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future Haolin Jin Linghan Huang Haipeng Cai Jun Yan Bo Li Huaming Chen 78 24 0 05 Aug 2024
Counterfactual Debating with Preset Stances for Hallucination Elimination of LLMs Yi Fang Moxin Li Wenjie Wang Hui Lin Fuli Feng LRM 65 5 0 17 Jun 2024
Scaling Large Language Model-based Multi-Agent Collaboration Chen Qian Zihao Xie YiFei Wang Wei Liu Yufan Dang ... Zhuoyun Du Weize Chen Cheng Yang Zhiyuan Liu Maosong Sun AI4CE LLMAG LM&Ro 61 45 0 11 Jun 2024
Mixture-of-Agents Enhances Large Language Model Capabilities Junlin Wang Jue Wang Ben Athiwaratkun Ce Zhang James Zou LLMAG AIFin 41 99 0 07 Jun 2024
MCRanker: Generating Diverse Criteria On-the-Fly to Improve Point-wise LLM Rankers Fang Guo Wenyu Li Honglei Zhuang Yun Luo Yafu Li Qi Zhu Le Yan Yue Zhang ALM 73 6 0 18 Apr 2024
Mind's Eye: Grounded Language Model Reasoning through Simulation Ruibo Liu Jason W. Wei S. Gu Te-Yen Wu Soroush Vosoughi Claire Cui Denny Zhou Andrew M. Dai ReLM LRM 116 79 0 11 Oct 2022
Complexity-Based Prompting for Multi-Step Reasoning Yao Fu Hao-Chun Peng Ashish Sabharwal Peter Clark Tushar Khot ReLM LRM 162 414 0 03 Oct 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,077 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 314 3,248 0 21 Mar 2022