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

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

12 / 12 papers shown

Title
MARFT: Multi-Agent Reinforcement Fine-Tuning Junwei Liao Muning Wen Jun Wang Weinan Zhang OffRL 163 5 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 70 19 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 119 24 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 123 4 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 201 54 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 85 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 226 122 0 12 Mar 2025
R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning Huatong Song Jinhao Jiang Yingqian Min Jie Chen Zhongfu Chen Wayne Xin Zhao Lei Fang Ji-Rong Wen AI4TS LRM KELM 195 43 0 07 Mar 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 272 447 0 20 Feb 2025
Advancing Language Multi-Agent Learning with Credit Re-Assignment for Interactive Environment Generalization Zhitao He Zijun Liu Ziwei Sun May Fung Ming Yan J.N. Zhang Fei Huang Yang Liu 81 1 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 392 2,024 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 201 20 0 15 Oct 2024