Long-Context LLMs Meet RAG: Overcoming Challenges for Long Inputs in RAG

Long-Context LLMs Meet RAG: Overcoming Challenges for Long Inputs in RAG

8 October 2024

Jiawei Han

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Papers citing "Long-Context LLMs Meet RAG: Overcoming Challenges for Long Inputs in RAG"

15 / 15 papers shown

Title
Maximally-Informative Retrieval for State Space Model Generation Evan Becker Benjamin Bowman Matthew Trager Tian Yu Liu Luca Zancato Wei Xia Stefano Soatto RALM 32 0 0 13 Jun 2025
Reasoning with RAGged events: RAG-Enhanced Event Knowledge Base Construction and reasoning with proof-assistants Stergios Chatzikyriakidis 29 0 0 08 Jun 2025
Bridging External and Parametric Knowledge: Mitigating Hallucination of LLMs with Shared-Private Semantic Synergy in Dual-Stream Knowledge Yi Sui Chaozhuo Li Chen Zhang D. Song Qiuchi Li 60 0 0 06 Jun 2025
Magic Mushroom: A Customizable Benchmark for Fine-grained Analysis of Retrieval Noise Erosion in RAG Systems Yuxin Zhang Yan Wang Yongrui Chen Shenyu Zhang Xinbang Dai Sheng Bi Guilin Qi 123 0 0 04 Jun 2025
TracLLM: A Generic Framework for Attributing Long Context LLMs Yanting Wang Wei Zou Runpeng Geng Jinyuan Jia LLMAG 128 0 0 04 Jun 2025
VRAG-RL: Empower Vision-Perception-Based RAG for Visually Rich Information Understanding via Iterative Reasoning with Reinforcement Learning Qiuchen Wang Ruixue Ding Y. Zeng Zehui Chen Lin Yen-Chen Shihang Wang Pengjun Xie Fei Huang Feng Zhao VLM LRM 90 0 0 28 May 2025
Large Language Models Miss the Multi-Agent Mark Emanuele La Malfa Gabriele La Malfa Samuele Marro Jie M. Zhang Elizabeth Black Micheal Luck Philip Torr Michael Wooldridge LLMAG 50 1 0 27 May 2025
An Empirical Study on Reinforcement Learning for Reasoning-Search Interleaved LLM Agents Bowen Jin Jinsung Yoon Priyanka Kargupta Sercan O. Arik Jiawei Han LRM 155 2 0 21 May 2025
StepSearch: Igniting LLMs Search Ability via Step-Wise Proximal Policy Optimization Ziliang Wang Xuhui Zheng Kang An Cijun Ouyang Jialu Cai Yuhang Wang Yichao Wu LRM 150 0 0 21 May 2025
Rethinking Memory in AI: Taxonomy, Operations, Topics, and Future Directions Yiming Du Wenyu Huang Danna Zheng Zhaowei Wang Sébastien Montella Mirella Lapata Kam-Fai Wong Jeff Z. Pan KELM MU 244 5 0 01 May 2025
RAG-RL: Advancing Retrieval-Augmented Generation via RL and Curriculum Learning Jerry Huang Siddarth Madala Risham Sidhu Cheng Niu Hao Peng Julia Hockenmaier Tong Zhang LRM RALM 206 5 0 17 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 236 122 0 12 Mar 2025
Efficient Many-Shot In-Context Learning with Dynamic Block-Sparse Attention Emily Xiao Chin-Jou Li Yilin Zhang Graham Neubig Amanda Bertsch BDL 116 1 0 11 Mar 2025
Path Pooling: Training-Free Structure Enhancement for Efficient Knowledge Graph Retrieval-Augmented Generation Han Wang Yuan Feng Xike Xie S.Kevin Zhou 109 0 0 07 Mar 2025
NExtLong: Toward Effective Long-Context Training without Long Documents Chaochen Gao Xing Wu Zijia Lin Debing Zhang Songlin Hu SyDa 195 2 0 22 Jan 2025

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