Reasoning Capacity in Multi-Agent Systems: Limitations, Challenges and
Human-Centered Solutions

Reasoning Capacity in Multi-Agent Systems: Limitations, Challenges and Human-Centered Solutions

2 February 2024

Pouya Pezeshkpour

Sajjadur Rahman

Estevam R. Hruschka

Papers citing "Reasoning Capacity in Multi-Agent Systems: Limitations, Challenges and Human-Centered Solutions"

9 / 9 papers shown

Title
Orchestrating Agents and Data for Enterprise: A Blueprint Architecture for Compound AI Eser Kandogan Nikita Bhutani Dan Zhang Rafael Li Chen Sairam Gurajada Estevam R. Hruschka AIFin 34 0 0 10 Apr 2025
SMARTCAL: An Approach to Self-Aware Tool-Use Evaluation and Calibration Yuanhao Shen Xiaodan Zhu L. Chen 79 0 0 11 Dec 2024
Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization Guanlin Liu Kaixuan Ji Ning Dai Zheng Wu Chen Dun Q. Gu Lin Yan Quanquan Gu Lin Yan OffRL LRM 44 8 0 11 Oct 2024
Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems Guibin Zhang Yanwei Yue Zhixun Li Sukwon Yun Guancheng Wan Kun Wang Dawei Cheng Jeffrey Xu Yu Tianlong Chen 32 3 0 03 Oct 2024
On the Design and Analysis of LLM-Based Algorithms Yanxi Chen Yaliang Li Bolin Ding Jingren Zhou 36 4 0 20 Jul 2024
A Zero-Shot Language Agent for Computer Control with Structured Reflection Tao Li Gang Li Zhiwei Deng Bryan Wang Yang Li LM&Ro LLMAG 40 23 0 12 Oct 2023
Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned Deep Ganguli Liane Lovitt John Kernion Amanda Askell Yuntao Bai ... Nicholas Joseph Sam McCandlish C. Olah Jared Kaplan Jack Clark 216 327 0 23 Aug 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 301 11,730 0 04 Mar 2022
Measuring and Improving Consistency in Pretrained Language Models Yanai Elazar Nora Kassner Shauli Ravfogel Abhilasha Ravichander Eduard H. Hovy Hinrich Schütze Yoav Goldberg HILM 255 273 0 01 Feb 2021