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2505.21471
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Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration
27 May 2025
Zijun Liu
Zhennan Wan
Peng Li
Ming Yan
Ji Zhang
Fei Huang
Yang Liu
LLMAG
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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
1