Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration

Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration

27 May 2025

Papers citing "Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration"

17 / 17 papers shown

Title
MARFT: Multi-Agent Reinforcement Fine-Tuning Junwei Liao Muning Wen Jun Wang Weinan Zhang OffRL 77 1 0 21 Apr 2025
BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents Jason W. Wei Zhiqing Sun Spencer Papay S. McKinney Jeffrey Han Isa Fulford Hyung Won Chung Alex Tachard Passos W. Fedus Amelia Glaese 41 10 0 16 Apr 2025
The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search Yutaro Yamada R. T. Lange Cong Lu Shengran Hu Chris Xiaoxuan Lu Jakob Foerster Jeff Clune David Ha 41 13 0 10 Apr 2025
From 128K to 4M: Efficient Training of Ultra-Long Context Large Language Models C. Xu Ming-Yu Liu Peng Xu Ziwei Liu Wei Ping Mohammad Shoeybi Bo Li Bryan Catanzaro 59 3 0 08 Apr 2025
Inference-Time Scaling for Generalist Reward Modeling Zijun Liu P. Wang Ran Xu Shirong Ma Chong Ruan Ziwei Sun Yang Liu Y. Wu OffRL LRM 100 30 0 03 Apr 2025
UltraRAG: A Modular and Automated Toolkit for Adaptive Retrieval-Augmented Generation Yuxuan Chen D. Guo Sen Mei Xinze Li Hao Chen ... Yukun Yan Zhenghao Liu S. Yu Zhiyuan Liu Maosong Sun VLM 60 1 0 31 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 123 77 0 12 Mar 2025
Enhancing Language Multi-Agent Learning with Multi-Agent Credit Re-Assignment for Interactive Environment Generalization Zhitao He Zijun Liu Ziwei Sun May Fung Ming Yan J.N. Zhang Fei Huang Yang Liu 63 1 0 21 Feb 2025
From Local to Global: A Graph RAG Approach to Query-Focused Summarization Darren Edge Ha Trinh Newman Cheng Joshua Bradley Alex Chao Apurva Mody Steven Truitt Dasha Metropolitansky Robert Osazuwa Ness Jonathan Larson RALM 190 387 0 20 Feb 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 254 1,503 0 22 Jan 2025
G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks Guibin Zhang Xinfeng Li Xiangguo Sun Guancheng Wan Miao Yu Sihang Li Kun Wang Dawei Cheng Dawei Cheng AAML AI4CE 111 13 0 15 Oct 2024
Accelerating Inference of Networks in the Frequency Domain Chenqiu Zhao Guanfang Dong Anup Basu 77 13 0 06 Oct 2024
XL3M: A Training-free Framework for LLM Length Extension Based on Segment-wise Inference Shengnan Wang Youhui Bai Lin Zhang Pingyi Zhou Shixiong Zhao Gong Zhang Sen Wang Renhai Chen Hua Xu Hongwei Sun 94 5 0 28 May 2024
MemGPT: Towards LLMs as Operating Systems Charles Packer Sarah Wooders Kevin Lin Vivian Fang Shishir G. Patil Ion Stoica Joseph E. Gonzalez RALM 62 134 0 12 Oct 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 260 4,186 0 09 Jun 2023
CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Ge Li Hasan Hammoud Hani Itani Dmitrii Khizbullin Guohao Li SyDa ALM 86 475 0 31 Mar 2023
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 501 129,831 0 12 Jun 2017