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

8 October 2024

Jiawei Han

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

20 / 20 papers shown

Title
Benchmarking Retrieval-Augmented Generation for Chemistry Xianrui Zhong Bowen Jin Siru Ouyang Yanzhen Shen Qiao Jin Yin Fang Zhiyong Lu Jiawei Han 3DV 31 0 0 12 May 2025
The Distracting Effect: Understanding Irrelevant Passages in RAG Chen Amiraz Florin Cuconasu Simone Filice Zohar Karnin 34 0 0 11 May 2025
VR-RAG: Open-vocabulary Species Recognition with RAG-Assisted Large Multi-Modal Models Fahad Shahbaz Khan Jun Chen Youssef Mohamed Chun-Mei Feng Mohamed Elhoseiny VLM 33 0 0 08 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 86 2 0 01 May 2025
RAG Without the Lag: Interactive Debugging for Retrieval-Augmented Generation Pipelines Quentin Romero Lauro Shreya Shankar Sepanta Zeighami Aditya G. Parameswaran 29 0 0 18 Apr 2025
Estimating Optimal Context Length for Hybrid Retrieval-augmented Multi-document Summarization Adithya Pratapa Teruko Mitamura RALM 34 0 0 17 Apr 2025
CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation Elahe Khatibi Ziyu Wang Amir M. Rahmani 48 0 0 17 Apr 2025
HyperRAG: Enhancing Quality-Efficiency Tradeoffs in Retrieval-Augmented Generation with Reranker KV-Cache Reuse Yuwei An Yihua Cheng Seo Jin Park Junchen Jiang 44 1 0 03 Apr 2025
RAG-RL: Advancing Retrieval-Augmented Generation via RL and Curriculum Learning Jerry Huang Siddarth Madala Risham Sidhu Cheng Niu Julia Hockenmaier Tong Zhang RALM LRM 98 2 0 17 Mar 2025
RAG-KG-IL: A Multi-Agent Hybrid Framework for Reducing Hallucinations and Enhancing LLM Reasoning through RAG and Incremental Knowledge Graph Learning Integration Hong Qing Yu Frank McQuade 48 1 0 14 Mar 2025
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning Bowen Jin Hansi Zeng Zhenrui Yue Dong Wang Sercan Ö. Arik Dong Wang Hamed Zamani J. Han RALM ReLM KELM OffRL AI4TS LRM 84 29 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 75 0 0 11 Mar 2025
Path Pooling: Train-Free Structure Enhancement for Efficient Knowledge Graph Retrieval-Augmented Generation David W. Romero Yuan Feng Xike Xie S.Kevin Zhou 53 0 0 07 Mar 2025
U-NIAH: Unified RAG and LLM Evaluation for Long Context Needle-In-A-Haystack Yunfan Gao Yun Xiong Wenlong Wu Zijing Huang Bohan Li Haoyu Wang 60 3 0 01 Mar 2025
Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs Dayu Yang Tianyang Liu Daoan Zhang Antoine Simoulin Xiaoyi Liu ... Zhaopu Teng Xin Qian Grey Yang Jiebo Luo Julian McAuley ReLM OffRL LRM 89 3 0 26 Feb 2025
FinBloom: Knowledge Grounding Large Language Model with Real-time Financial Data Ankur Sinha Chaitanya Agarwal P. Malo AIFin 47 0 0 04 Feb 2025
NExtLong: Toward Effective Long-Context Training without Long Documents Chaochen Gao Xing Wu Zijia Lin Debing Zhang Songlin Hu SyDa 68 1 0 22 Jan 2025
APEX $^2$ : Adaptive and Extreme Summarization for Personalized Knowledge Graphs Zihao Li Dongqi Fu Mengting Ai Jingrui He 51 5 0 23 Dec 2024
Multi-Reranker: Maximizing performance of retrieval-augmented generation in the FinanceRAG challenge Joohyun Lee Minji Roh RALM AIFin 79 2 0 23 Nov 2024
Long Context RAG Performance of Large Language Models Quinn Leng Jacob P. Portes Sam Havens Matei A. Zaharia Michael Carbin AIFin RALM 3DV 43 8 0 05 Nov 2024