Title
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs Jiazhan Feng Shijue Huang Xingwei Qu Ge Zhang Yujia Qin Baoquan Zhong Chengquan Jiang Jinxin Chi Wanjun Zhong OffRL ReLM SyDa KELM LRM 100 19 0 15 Apr 2025
AgentNet: Decentralized Evolutionary Coordination for LLM-based Multi-Agent Systems Y. Yang Huacan Chai Shuai Shao Yangqiu Song Siyuan Qi Renting Rui Weinan Zhang AIFin 65 3 0 01 Apr 2025
SWEET-RL: Training Multi-Turn LLM Agents on Collaborative Reasoning Tasks Yifei Zhou Song Jiang Yuandong Tian Jason Weston Sergey Levine Sainbayar Sukhbaatar Xian Li LLMAG LRM 75 8 0 19 Mar 2025
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning Bowen Jin Hansi Zeng Zhenrui Yue Dong Wang Sercan O. Arik Dong Wang Hamed Zamani Jiawei Han RALM ReLM KELM OffRL AI4TS LRM 120 77 0 12 Mar 2025
MPO: Boosting LLM Agents with Meta Plan Optimization Weimin Xiong Yifan Song Qingxiu Dong Bingchan Zhao Feifan Song Xun Wang Sujian Li LLMAG 99 2 0 04 Mar 2025
Agentic Reasoning: Reasoning LLMs with Tools for the Deep Research Junde Wu Jiayuan Zhu Yuyuan Liu LRM 60 18 0 07 Feb 2025
WebRL: Training LLM Web Agents via Self-Evolving Online Curriculum Reinforcement Learning Zehan Qi Xiao-Chang Liu Iat Long Iong Hanyu Lai Xingwu Sun ... Shuntian Yao Tianjie Zhang Wei Xu J. Tang Yuxiao Dong 120 30 0 28 Jan 2025
TapeAgents: a Holistic Framework for Agent Development and Optimization Dzmitry Bahdanau Nicolas Angelard-Gontier Gabriel Huang Ehsan Kamalloo Rafael Pardinas ... Jordan Prince Tremblay Karam Ghanem S. Parikh Mitul Tiwari Quaizar Vohra 110 3 0 11 Dec 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 74 39 0 07 Nov 2024
Infinity-MM: Scaling Multimodal Performance with Large-Scale and High-Quality Instruction Data Shuhao Gu Jialing Zhang Siyuan Zhou Kevin Yu Zhaohu Xing ... Yufeng Cui Xinlong Wang Yaoqi Liu Fangxiang Feng Guang Liu SyDa VLM MLLM 57 25 0 24 Oct 2024
Coevolving with the Other You: Fine-Tuning LLM with Sequential Cooperative Multi-Agent Reinforcement Learning Hao Ma Tianyi Hu Zhiqiang Pu Boyin Liu Xiaolin Ai Yanyan Liang Min Chen 114 5 0 08 Oct 2024
HyperAgent: Generalist Software Engineering Agents to Solve Coding Tasks at Scale Huy N. Phan Phong X. Nguyen Nghi D. Q. Bui LLMAG 43 13 0 09 Sep 2024
AgentGen: Enhancing Planning Abilities for Large Language Model based Agent via Environment and Task Generation Mengkang Hu Yixiao Wang Can Xu Lingfeng Sun Chensheng Peng T. Hannagan Nicola Poerio Saravan Rajmohan LM&Ro LLMAG 78 20 0 01 Aug 2024
AppWorld: A Controllable World of Apps and People for Benchmarking Interactive Coding Agents H. Trivedi Tushar Khot Mareike Hartmann R. Manku Vinty Dong Edward Li Shashank Gupta Ashish Sabharwal Niranjan Balasubramanian VGen LLMAG 53 30 0 26 Jul 2024
LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models Yaowei Zheng Richong Zhang Junhao Zhang Yanhan Ye Zheyan Luo Zhangchi Feng Yongqiang Ma 94 479 0 20 Mar 2024
Agent-FLAN: Designing Data and Methods of Effective Agent Tuning for Large Language Models Zehui Chen Kuikun Liu Qiuchen Wang Wenwei Zhang Jiangning Liu Dahua Lin Kai-xiang Chen Feng Zhao LLMAG ALM AIFin 78 31 0 19 Mar 2024
OS-Copilot: Towards Generalist Computer Agents with Self-Improvement Zhiyong Wu Chengcheng Han Zichen Ding Zhenmin Weng Zhoumianze Liu Shunyu Yao Tao Yu Lingpeng Kong LLMAG LM&Ro 144 89 0 12 Feb 2024
Large Language Model based Multi-Agents: A Survey of Progress and Challenges Taicheng Guo Preslav Nakov Yaqi Wang Ruidi Chang Shichao Pei Nitesh Chawla Olaf Wiest Xiangliang Zhang LLMAG LM&Ro AI4CE LRM 91 290 0 21 Jan 2024
GAIA: a benchmark for General AI Assistants Grégoire Mialon Clémentine Fourrier Craig Swift Thomas Wolf Yann LeCun Thomas Scialom AI4MH ALM ELM RALM 29 161 0 21 Nov 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 51 169 0 19 Oct 2023
OpenAgents: An Open Platform for Language Agents in the Wild Tianbao Xie Fan Zhou Zhoujun Cheng Peng Shi Luoxuan Weng ... Yiheng Xu Hongjin Su Dongchan Shin Caiming Xiong Tao Yu LLMAG 63 94 0 16 Oct 2023
FireAct: Toward Language Agent Fine-tuning Baian Chen Chang Shu Ehsan Shareghi Nigel Collier Karthik Narasimhan Shunyu Yao ALM LLMAG 123 103 0 09 Oct 2023
MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework Sirui Hong Mingchen Zhuge Jonathan Chen Xiawu Zheng Yuheng Cheng ... Liyang Zhou Chenyu Ran Lingfeng Xiao Chenglin Wu Jürgen Schmidhuber LLMAG AIFin 32 0 0 01 Aug 2023
ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs Yujia Qin Shi Liang Yining Ye Kunlun Zhu Lan Yan ... Jie Zhou Mark B. Gerstein Dahai Li Zhiyuan Liu Maosong Sun CLL ALM LLMAG ELM LM&MA 149 660 0 31 Jul 2023
ChatDev: Communicative Agents for Software Development Cheng Qian Wei Liu Hongzhang Liu Nuo Chen Yufan Dang ... Xin Cong Juyuan Xu Dahai Li Zhiyuan Liu Maosong Sun LLMAG 40 176 0 16 Jul 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 271 3,712 0 29 May 2023
CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Ge Li Hasan Hammoud Hani Itani Dmitrii Khizbullin Guohao Li SyDa ALM 82 454 0 31 Mar 2023
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering Zhilin Yang Peng Qi Saizheng Zhang Yoshua Bengio William W. Cohen Ruslan Salakhutdinov Christopher D. Manning RALM 115 2,577 0 25 Sep 2018
Compositional Semantic Parsing on Semi-Structured Tables Panupong Pasupat Percy Liang CoGe LMTD 59 773 0 03 Aug 2015