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CMAT: A Multi-Agent Collaboration Tuning Framework for Enhancing Small Language Models

2 April 2024

Xuechen Liang

Meiling Tao

Yinghui Xia

Yiting Xie

Jun Wang

JingSong Yang

LLMAG

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Papers citing "CMAT: A Multi-Agent Collaboration Tuning Framework for Enhancing Small Language Models"

39 / 39 papers shown

Title
Safe Screening Rules for Group OWL Models Runxue Bao Quanchao Lu Yanfu Zhang 95 0 0 04 Apr 2025
Industrial Internet Robot Collaboration System and Edge Computing Optimization Qian Zuo Dajun Tao Tian Qi Jieyi Xie Zijie Zhou Zhen Tian Yu Mingyu 104 8 0 03 Apr 2025
TDRI: Two-Phase Dialogue Refinement and Co-Adaptation for Interactive Image Generation Yuheng Feng Jianhui Wang Kun Li Sida Li Tianyu Shi Haoyue Han Miao Zhang Xueqian Wang DiffM 459 0 0 22 Mar 2025
A Survey on the Optimization of Large Language Model-based Agents Shangheng Du Jiabao Zhao Jinxin Shi Zhentao Xie Xin Jiang Yanhong Bai Liang He LLMAG LM&Ro LM&MA 515 5 0 16 Mar 2025
LLM Agents for Education: Advances and Applications Zhendong Chu Shen Wang Jian Xie Tinghui Zhu Yibo Yan ... Aoxiao Zhong Xuming Hu Jing Liang Philip S. Yu Qingsong Wen LLMAG ELM 149 7 0 14 Mar 2025
Enhancing Text Classification with a Novel Multi-Agent Collaboration Framework Leveraging BERT Hediyeh Baban Sai A Pidapar Aashutosh Nema Sichen Lu LLMAG 122 0 0 25 Feb 2025
Policy-as-Prompt: Rethinking Content Moderation in the Age of Large Language Models Konstantina Palla José Luis Redondo García C. Hauff Francesco Fabbri Henrik Lindström Daniel R. Taber Andreas Damianou M. Lalmas AILaw 98 1 0 25 Feb 2025
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 100 3 0 17 Nov 2024
FALCON: Feedback-driven Adaptive Long/short-term memory reinforced Coding Optimization system Zeyuan Li Yangfan He Lewei He Jianhui Wang Tianyu Shi Bin Lei Tianyu Shi Qiuwu Chen ALM 128 6 0 28 Oct 2024
Self-evolving Agents with reflective and memory-augmented abilities Xuechen Liang Yangfan He Yinghui Xia Xinyuan Song Jianhui Wang ... Keqin Li Jiaqi Chen Jinsong Yang Siyuan Chen Tianyu Shi LLMAG KELM CLL 103 4 0 01 Sep 2024
TinyLlama: An Open-Source Small Language Model Peiyuan Zhang Guangtao Zeng Tianduo Wang Wei Lu ALM LRM 145 406 0 04 Jan 2024
Pangu-Agent: A Fine-Tunable Generalist Agent with Structured Reasoning Filippos Christianos Georgios Papoudakis Matthieu Zimmer Thomas Coste Zhihao Wu ... Yicheng Luo Jianye Hao Kun Shao Haitham Bou-Ammar Jun Wang 67 20 0 22 Dec 2023
Zephyr: Direct Distillation of LM Alignment Lewis Tunstall E. Beeching Nathan Lambert Nazneen Rajani Kashif Rasul ... Nathan Habib Nathan Sarrazin Omar Sanseviero Alexander M. Rush Thomas Wolf ALM 102 397 0 25 Oct 2023
AgentTuning: Enabling Generalized Agent Abilities for LLMs Aohan Zeng Mingdao Liu Rui Lu Bowen Wang Xiao Liu Yuxiao Dong Jie Tang LM&MA ALM LLMAG 99 183 0 19 Oct 2023
Qwen Technical Report Jinze Bai Shuai Bai Yunfei Chu Zeyu Cui Kai Dang ... Zhenru Zhang Chang Zhou Jingren Zhou Xiaohuan Zhou Tianhang Zhu OSLM 264 1,895 0 28 Sep 2023
Baichuan 2: Open Large-scale Language Models Ai Ming Yang Bin Xiao Bingning Wang Borong Zhang Ce Bian ... Youxin Jiang Yuchen Gao Yupeng Zhang Guosheng Dong Zhiying Wu ELM LRM 189 748 0 19 Sep 2023
Code Llama: Open Foundation Models for Code Baptiste Rozière Jonas Gehring Fabian Gloeckle Sten Sootla Itai Gat ... Hugo Touvron Louis Martin Nicolas Usunier Thomas Scialom Gabriel Synnaeve ELM ALM 119 2,077 0 24 Aug 2023
AgentBench: Evaluating LLMs as Agents Xiao Liu Hao Yu Hanchen Zhang Yifan Xu Xuanyu Lei ... Yu-Chuan Su Huan Sun Minlie Huang Yuxiao Dong Jie Tang ELM LLMAG 138 314 0 07 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 364 12,044 0 18 Jul 2023
Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents Yashar Talebirad Amirhossein Nadiri LLMAG 112 233 0 05 Jun 2023
The Programmer's Assistant: Conversational Interaction with a Large Language Model for Software Development Steven I. Ross Fernando Martinez Stephanie Houde Michael J. Muller Justin D. Weisz 82 221 0 14 Feb 2023
Data Distillation: A Survey Noveen Sachdeva Julian McAuley DD 88 77 0 11 Jan 2023
WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents Shunyu Yao Howard Chen John Yang Karthik Narasimhan LLMAG LM&Ro 159 516 0 04 Jul 2022
OPT: Open Pre-trained Transformer Language Models Susan Zhang Stephen Roller Naman Goyal Mikel Artetxe Moya Chen ... Daniel Simig Punit Singh Koura Anjali Sridhar Tianlu Wang Luke Zettlemoyer VLM OSLM AI4CE 353 3,695 0 02 May 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 883 13,176 0 04 Mar 2022
A Decentralized Federated Learning Framework via Committee Mechanism with Convergence Guarantee Chunjiang Che Xiaoli Li Chuan Chen Xiaoyu He Zibin Zheng FedML 99 75 0 01 Aug 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 490 10,496 0 17 Jun 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 584 4,084 0 18 Apr 2021
Adaptive Semiparametric Language Models Dani Yogatama Cyprien de Masson dÁutume Lingpeng Kong KELM RALM 80 100 0 04 Feb 2021
A linearized framework and a new benchmark for model selection for fine-tuning Aditya Deshpande Alessandro Achille Avinash Ravichandran Hao Li Luca Zancato Charless C. Fowlkes Rahul Bhotika Stefano Soatto Pietro Perona ALM 162 48 0 29 Jan 2021
ALFWorld: Aligning Text and Embodied Environments for Interactive Learning Mohit Shridhar Xingdi Yuan Marc-Alexandre Côté Yonatan Bisk Adam Trischler Matthew J. Hausknecht LM&Ro LLMAG 92 443 0 08 Oct 2020
Learning to summarize from human feedback Nisan Stiennon Long Ouyang Jeff Wu Daniel M. Ziegler Ryan J. Lowe Chelsea Voss Alec Radford Dario Amodei Paul Christiano ALM 252 2,184 0 02 Sep 2020
Knowledge Distillation: A Survey Jianping Gou B. Yu Stephen J. Maybank Dacheng Tao VLM 117 2,982 0 09 Jun 2020
Selecting Informative Contexts Improves Language Model Finetuning Richard Antonello Nicole M. Beckage Javier S. Turek Alexander G. Huth 79 11 0 01 May 2020
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 611 4,905 0 23 Jan 2020
Cross-Modal Attentional Context Learning for RGB-D Object Detection Guanbin Li Yukang Gan Hejun Wu Nong Xiao Liang Lin 76 65 0 30 Oct 2018
Know What You Don't Know: Unanswerable Questions for SQuAD Pranav Rajpurkar Robin Jia Percy Liang RALM ELM 290 2,853 0 11 Jun 2018
Apprentice: Using Knowledge Distillation Techniques To Improve Low-Precision Network Accuracy Asit K. Mishra Debbie Marr FedML 65 331 0 15 Nov 2017
Deal or No Deal? End-to-End Learning for Negotiation Dialogues M. Lewis Denis Yarats Yann N. Dauphin Devi Parikh Dhruv Batra LLMAG 99 415 0 16 Jun 2017