In Defense of RAG in the Era of Long-Context Language Models

In Defense of RAG in the Era of Long-Context Language Models

3 September 2024

Papers citing "In Defense of RAG in the Era of Long-Context Language Models"

17 / 17 papers shown

Title
TARGET: Benchmarking Table Retrieval for Generative Tasks Xingyu Ji Parker Glenn Aditya G. Parameswaran Madelon Hulsebos LMTD RALM 25 0 0 14 May 2025
MacRAG: Compress, Slice, and Scale-up for Multi-Scale Adaptive Context RAG Woosang Lim Zekun Li Gyuwan Kim Sungyoung Ji HyeonJung Kim Kyuri Choi Jin Hyuk Lim K. Park William Yang Wang 37 0 0 10 May 2025
POISONCRAFT: Practical Poisoning of Retrieval-Augmented Generation for Large Language Models Yangguang Shao Xinjie Lin Haozheng Luo Chengshang Hou G. Xiong Jiahao Yu Junzheng Shi SILM 52 0 0 10 May 2025
Fine-Tuning Large Language Models and Evaluating Retrieval Methods for Improved Question Answering on Building Codes Mohammad Aqib Mohd Hamza Qipei Mei Ying Hei Chui RALM ELM 52 0 0 07 May 2025
Estimating Optimal Context Length for Hybrid Retrieval-augmented Multi-document Summarization Adithya Pratapa Teruko Mitamura RALM 34 0 0 17 Apr 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
ViDoRAG: Visual Document Retrieval-Augmented Generation via Dynamic Iterative Reasoning Agents Qiuchen Wang Ruixue Ding Zehui Chen Weiqi Wu Shihang Wang Pengjun Xie Feng Zhao 60 1 0 25 Feb 2025
Scaling Multi-Document Event Summarization: Evaluating Compression vs. Full-Text Approaches Adithya Pratapa Teruko Mitamura 94 1 0 10 Feb 2025
GSM-Infinite: How Do Your LLMs Behave over Infinitely Increasing Context Length and Reasoning Complexity? Yang Zhou Hongyi Liu Zhuoming Chen Yuandong Tian Beidi Chen LRM 69 8 0 07 Feb 2025
SayComply: Grounding Field Robotic Tasks in Operational Compliance through Retrieval-Based Language Models M. Ginting Dong-Ki Kim Sung-Kyun Kim Bandi Jai Krishna Mykel J. Kochenderfer Shayegan Omidshafiei Ali-akbar Agha-mohammadi LM&Ro 76 0 0 18 Nov 2024
CORAG: A Cost-Constrained Retrieval Optimization System for Retrieval-Augmented Generation Zihan Wang Haitao Yuan Wei Dong Gao Cong Feifei Li 3DV 47 35 0 01 Nov 2024
Holistic Reasoning with Long-Context LMs: A Benchmark for Database Operations on Massive Textual Data Seiji Maekawa Hayate Iso Nikita Bhutani RALM 108 1 0 15 Oct 2024
Assessing Episodic Memory in LLMs with Sequence Order Recall Tasks Mathis Pink Vy A. Vo Qinyuan Wu Jianing Mu Javier S. Turek Uri Hasson K. A. Norman Sebastian Michelmann Alexander G. Huth Mariya Toneva 33 1 0 10 Oct 2024
L-CiteEval: Do Long-Context Models Truly Leverage Context for Responding? Zecheng Tang Keyan Zhou Juntao Li Baibei Ji Jianye Hou Min Zhang 47 2 0 03 Oct 2024
Recursive Abstractive Processing for Retrieval in Dynamic Datasets Charbel Chucri Rami Azouz Joachim Ott 50 0 0 02 Oct 2024
Should RAG Chatbots Forget Unimportant Conversations? Exploring Importance and Forgetting with Psychological Insights Ryuichi Sumida Koji Inoue Tatsuya Kawahara 33 0 0 19 Sep 2024