A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models

10 May 2024

Papers citing "A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models"

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Title
KG-HTC: Integrating Knowledge Graphs into LLMs for Effective Zero-shot Hierarchical Text Classification Qianbo Zang Christophe Zgrzendek Igor Tchappi Afshin Khadangi Johannes Sedlmeir VLM 21 2 0 08 May 2025
Real-time Spatial Retrieval Augmented Generation for Urban Environments David Nazareno Campo Javier Conde Alvaro Alonso Gabriel Huecas Joaquín Salvachúa Pedro Reviriego 17 0 0 04 May 2025
Towards Large Language Models for Lunar Mission Planning and In Situ Resource Utilization Michael Pekala Gregory Canal Samuel Barham Milena B. Graziano Morgan Trexler Leslie Hamilton Elizabeth Reilly Christopher D. Stiles 31 0 0 28 Apr 2025
Reconstructing Context: Evaluating Advanced Chunking Strategies for Retrieval-Augmented Generation Carlo Merola Jaspinder Singh RALM 49 0 0 28 Apr 2025
LLM-assisted Graph-RAG Information Extraction from IFC Data Sima Iranmanesh Hadeel Saadany Edlira Vakaj 20 0 0 23 Apr 2025
Retrieval Augmented Generation Evaluation in the Era of Large Language Models: A Comprehensive Survey Aoran Gan Hao Yu Kai Zhang Qi Liu Wenyu Yan Zhenya Huang Shiwei Tong Guoping Hu RALM 3DV 36 0 0 21 Apr 2025
Beyond Misinformation: A Conceptual Framework for Studying AI Hallucinations in (Science) Communication Anqi Shao 52 0 0 18 Apr 2025
Exploring Backdoor Attack and Defense for LLM-empowered Recommendations Liangbo Ning Wenqi Fan Qing Li AAML SILM 48 0 0 15 Apr 2025
ReZero: Enhancing LLM search ability by trying one-more-time Alan Dao Thinh Le RALM LRM 28 1 0 15 Apr 2025
RAG-VR: Leveraging Retrieval-Augmented Generation for 3D Question Answering in VR Environments Shiyi Ding Ying Chen RALM 31 0 0 11 Apr 2025
An Adaptive Vector Index Partitioning Scheme for Low-Latency RAG Pipeline J. Kim Divya Mahajan VLM 37 0 0 11 Apr 2025
MRD-RAG: Enhancing Medical Diagnosis with Multi-Round Retrieval-Augmented Generation Yixiang Chen Penglei Sun Xiang Li Xiaowen Chu 28 0 0 10 Apr 2025
Toward Holistic Evaluation of Recommender Systems Powered by Generative Models Yashar Deldjoo Nikhil Mehta M. Sathiamoorthy Shuai Zhang Pablo Castells Julian McAuley EGVM ELM 54 1 0 09 Apr 2025
Simplifying Data Integration: SLM-Driven Systems for Unified Semantic Queries Across Heterogeneous Databases Teng Lin 21 0 0 08 Apr 2025
A Multimedia Analytics Model for the Foundation Model Era M. Worring Jan Zahálka Stef van den Elzen M. T. Fischer Daniel A. Keim VGen HAI 35 0 0 08 Apr 2025
Retrieval Augmented Generation with Collaborative Filtering for Personalized Text Generation Teng Shi Jun Xu Xiao Zhang Xiaoxue Zang Kai Zheng Yang Song Han Li RALM 3DV 36 0 0 08 Apr 2025
Retrieval-Augmented Purifier for Robust LLM-Empowered Recommendation Liangbo Ning Wenqi Fan Qing Li AAML 33 1 0 03 Apr 2025
OnRL-RAG: Real-Time Personalized Mental Health Dialogue System Ahsan Bilal Beiyu Lin OffRL RALM AI4MH 40 1 0 02 Apr 2025
Rethinking industrial artificial intelligence: a unified foundation framework Jay Lee Hanqi Su AI4CE 33 1 0 02 Apr 2025
On the Consistency of Multilingual Context Utilization in Retrieval-Augmented Generation Jirui Qi Raquel Fernández Arianna Bisazza RALM 56 0 0 01 Apr 2025
GRASP: Municipal Budget AI Chatbots for Enhancing Civic Engagement Jerry Xu Justin Wang Joley Leung Jasmine Gu 34 0 0 30 Mar 2025
Retrieval Augmented Generation and Understanding in Vision: A Survey and New Outlook Xu Zheng Ziqiao Weng Yuanhuiyi Lyu Lutao Jiang Haiwei Xue Bin Ren Danda Pani Paudel N. Sebe Luc Van Gool Xuming Hu 3DV 37 0 0 23 Mar 2025
Parameters vs. Context: Fine-Grained Control of Knowledge Reliance in Language Models Baolong Bi Shenghua Liu Y. Wang Yilong Xu Junfeng Fang Lingrui Mei Xueqi Cheng KELM 55 4 0 20 Mar 2025
Investigating Retrieval-Augmented Generation in Quranic Studies: A Study of 13 Open-Source Large Language Models Zahra Khalila Arbi Haza Nasution Winda Monika Aytug Onan Yohei Murakami Yasir Bin Ismail Radi Noor Mohammad Osmani RALM 65 0 0 20 Mar 2025
Genicious: Contextual Few-shot Prompting for Insights Discovery Vineet Kumar Ronald Tony Darshita Rathore Vipasha Rana Bhuvanesh Mandora Kanishka Chetna Bansal Anindya Moitra 39 0 0 15 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 41 1 0 14 Mar 2025
R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning Huatong Song Jinhao Jiang Yingqian Min Jie Chen Z. Chen Wayne Xin Zhao Lei Fang Ji-Rong Wen AI4TS LRM KELM 93 6 0 07 Mar 2025
In-depth Analysis of Graph-based RAG in a Unified Framework Yingli Zhou Yaodong Su Youran Sun Shu Wang Taotao Wang ... Yongwei Zhang Sicong Liang Xilin Liu Yuchi Ma Yixiang Fang 35 0 0 06 Mar 2025
KidneyTalk-open: No-code Deployment of a Private Large Language Model with Medical Documentation-Enhanced Knowledge Database for Kidney Disease Yongchao Long Chao Yang Gongzheng Tang Jinwei Wang Zhun Sui Yuxi Zhou Shenda Hong Luxia Zhang RALM 49 0 0 06 Mar 2025
Can Frontier LLMs Replace Annotators in Biomedical Text Mining? Analyzing Challenges and Exploring Solutions Yichong Zhao Susumu Goto 52 0 0 05 Mar 2025
RAAD-LLM: Adaptive Anomaly Detection Using LLMs and RAG Integration Alicia Russell-Gilbert Sudip Mittal Shahram Rahimi Maria Seale Joseph E. Jabour Thomas Arnold Joshua Church 34 0 0 04 Mar 2025
Graph-Augmented Reasoning: Evolving Step-by-Step Knowledge Graph Retrieval for LLM Reasoning Wenjie Wu Yongcheng Jing Yingjie Wang Wenbin Hu Dacheng Tao RALM LRM 56 2 0 03 Mar 2025
Personalize Your LLM: Fake it then Align it Yijing Zhang Dyah Adila Changho Shin Frederic Sala 84 0 0 02 Mar 2025
LexRAG: Benchmarking Retrieval-Augmented Generation in Multi-Turn Legal Consultation Conversation Haitao Li Y. Chen Yiran Hu Qingyao Ai Junjie Chen Xiaoyu Yang J. Yang Yueyue Wu Zeyang Liu Y. Liu AILaw RALM ELM 59 0 0 28 Feb 2025
TeleRAG: Efficient Retrieval-Augmented Generation Inference with Lookahead Retrieval Chien-Yu Lin Keisuke Kamahori Yiyu Liu Xiaoxiang Shi Madhav Kashyap ... Stephanie Wang Arvind Krishnamurthy Rohan Kadekodi Luis Ceze Baris Kasikci 3DV VLM 50 0 0 28 Feb 2025
Is Relevance Propagated from Retriever to Generator in RAG? Fangzheng Tian Debasis Ganguly Craig Macdonald RALM 40 1 0 24 Feb 2025
Cross-Format Retrieval-Augmented Generation in XR with LLMs for Context-Aware Maintenance Assistance Á. Nagy Yannis Spyridis Vasileios Argyriou RALM 34 0 0 24 Feb 2025
RAG-Enhanced Collaborative LLM Agents for Drug Discovery Namkyeong Lee Edward De Brouwer Ehsan Hajiramezanali Tommaso Biancalani Chanyoung Park Gabriele Scalia 32 0 0 22 Feb 2025
MMRAG: Multi-Mode Retrieval-Augmented Generation with Large Language Models for Biomedical In-Context Learning Zaifu Zhan J. Wang Shuang Zhou Jiawen Deng Rui Zhang 32 4 0 21 Feb 2025
A Survey of Personalized Large Language Models: Progress and Future Directions Jiahong Liu Zexuan Qiu Zhongyang Li Quanyu Dai Jieming Zhu Minda Hu Menglin Yang Irwin King LM&MA 46 2 0 17 Feb 2025
C-3PO: Compact Plug-and-Play Proxy Optimization to Achieve Human-like Retrieval-Augmented Generation Guoxin Chen Minpeng Liao Peiying Yu Dingmin Wang Zile Qiao Chao Yang Xin Zhao Kai Fan 50 1 0 10 Feb 2025
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Xuejiao Zhao Siyan Liu Su-Yin Yang C. Miao 110 3 0 06 Feb 2025
Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning Yibo Yan Shen Wang Jiahao Huo Jingheng Ye Zhendong Chu Xuming Hu Philip S. Yu Carla P. Gomes B. Selman Qingsong Wen LRM 111 9 0 05 Feb 2025
Spatial-RAG: Spatial Retrieval Augmented Generation for Real-World Spatial Reasoning Questions Dazhou Yu Riyang Bao Gengchen Mai Liang Zhao ReLM LRM 38 3 0 04 Feb 2025
Poison-RAG: Adversarial Data Poisoning Attacks on Retrieval-Augmented Generation in Recommender Systems Fatemeh Nazary Yashar Deldjoo T. D. Noia AAML SILM 30 3 0 20 Jan 2025
Dynamics of Adversarial Attacks on Large Language Model-Based Search Engines Xiyang Hu AAML 22 1 0 03 Jan 2025
Enhanced Multimodal RAG-LLM for Accurate Visual Question Answering Junxiao Xue Quan Deng Fei Yu Yanhao Wang Jun Wang Y. Li VLM 41 3 0 31 Dec 2024
ChartAdapter: Large Vision-Language Model for Chart Summarization Peixin Xu Yujuan Ding Wenqi Fan 23 2 0 31 Dec 2024
Large Language Model Can Be a Foundation for Hidden Rationale-Based Retrieval Luo Ji Feixiang Guo Teng Chen Qingqing Gu Xiaoyu Wang ... Peng Yu Yue Zhao Hongyang Lei Zhonglin Jiang Yong Chen RALM LRM 85 0 0 21 Dec 2024
Towards Action Hijacking of Large Language Model-based Agent Yuyang Zhang Kangjie Chen Xudong Jiang Yuxiang Sun Run Wang Lina Wang LLMAG AAML 70 2 0 14 Dec 2024