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
Walk&Retrieve: Simple Yet Effective Zero-shot Retrieval-Augmented Generation via Knowledge Graph Walks Martin Böckling Heiko Paulheim Andreea Iana RALM 62 0 0 22 May 2025
InfoDeepSeek: Benchmarking Agentic Information Seeking for Retrieval-Augmented Generation Yunjia Xi Jianghao Lin Menghui Zhu Yongzhao Xiao Zhuoying Ou ... Weiwen Liu Yasheng Wang Ruiming Tang Weinan Zhang Yong Yu 39 0 0 21 May 2025
Beyond Misinformation: A Conceptual Framework for Studying AI Hallucinations in (Science) Communication Anqi Shao 87 0 0 18 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 88 1 0 09 Apr 2025
Simplifying Data Integration: SLM-Driven Systems for Unified Semantic Queries Across Heterogeneous Databases Teng Lin 47 0 0 08 Apr 2025
A Multimedia Analytics Model for the Foundation Model Era Marcel Worring Jan Zahálka Stef van den Elzen M. T. Fischer Daniel A. Keim VGen HAI 83 1 0 08 Apr 2025
Rethinking industrial artificial intelligence: a unified foundation framework Jay Lee Hanqi Su AI4CE 82 1 0 02 Apr 2025
OnRL-RAG: Real-Time Personalized Mental Health Dialogue System Ahsan Bilal Beiyu Lin OffRL RALM AI4MH 85 1 0 02 Apr 2025
On the Consistency of Multilingual Context Utilization in Retrieval-Augmented Generation Jirui Qi Raquel Fernández Arianna Bisazza RALM 91 0 0 01 Apr 2025
GRASP: Municipal Budget AI Chatbots for Enhancing Civic Engagement Jerry Xu Justin Wang Joley Leung Jasmine Gu 108 0 0 30 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 92 0 0 20 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 129 29 0 07 Mar 2025
TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster Kanghui Ning Zijie Pan Yu Liu Yushan Jiang Junxuan Zhang Kashif Rasul Anderson Schneider Lintao Ma Yuriy Nevmyvaka Dongjin Song AI4TS VLM 129 1 0 06 Mar 2025
Can Frontier LLMs Replace Annotators in Biomedical Text Mining? Analyzing Challenges and Exploring Solutions Yichong Zhao Susumu Goto 76 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 68 1 0 04 Mar 2025
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation Xujie Yuan Yongxu Liu Shimin Di Shiwen Wu Libin Zheng Rui Meng Lei Chen Xiaofang Zhou Jian Yin 73 0 0 28 Feb 2025
RAG-Enhanced Collaborative LLM Agents for Drug Discovery Namkyeong Lee Edward De Brouwer Ehsan Hajiramezanali Tommaso Biancalani Chanyoung Park Gabriele Scalia 87 0 0 22 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 77 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 Chunyan Miao 169 9 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 147 17 0 05 Feb 2025
Poison-RAG: Adversarial Data Poisoning Attacks on Retrieval-Augmented Generation in Recommender Systems Fatemeh Nazary Yashar Deldjoo Tommaso Di Noia AAML SILM 70 6 0 20 Jan 2025
Dynamics of Adversarial Attacks on Large Language Model-Based Search Engines Xiyang Hu AAML 62 1 0 01 Jan 2025
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 124 0 0 21 Dec 2024
The importance of visual modelling languages in generative software engineering Roberto Rossi 116 1 0 27 Nov 2024
ReDeEP: Detecting Hallucination in Retrieval-Augmented Generation via Mechanistic Interpretability Zhongxiang Sun Xiaoxue Zang Kai Zheng Yang Song Jun Xu Xiao Zhang Weijie Yu Yang Song Han Li 78 10 0 15 Oct 2024
LightRAG: Simple and Fast Retrieval-Augmented Generation Zirui Guo Lianghao Xia Yanhua Yu Tu Ao Chao Huang 76 19 0 08 Oct 2024
Exploring Gen-AI applications in building research and industry: A review Hanlong Wan Jian Zhang Yan Chen Weili Xu Fan Feng AI4CE 60 1 0 01 Oct 2024
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse Maojia Song Shang Hong Sim Rishabh Bhardwaj Hai Leong Chieu Navonil Majumder Soujanya Poria 97 9 0 17 Sep 2024
Compressing Long Context for Enhancing RAG with AMR-based Concept Distillation Kaize Shi Xueyao Sun Qing Li Guandong Xu 72 13 0 06 May 2024
AlphaFin: Benchmarking Financial Analysis with Retrieval-Augmented Stock-Chain Framework Xiang Li Zhenyu Li Chen Shi Yong-mei Xu Qing Du Mingkui Tan Jun Huang Wei Lin AIFin 84 29 0 19 Mar 2024
FashionReGen: LLM-Empowered Fashion Report Generation Yujuan Ding Yunshan Ma Wenqi Fan Yige Yao Tat-Seng Chua Qing Li 28 16 0 11 Mar 2024
CoRAL: Collaborative Retrieval-Augmented Large Language Models Improve Long-tail Recommendation Junda Wu Cheng-Chun Chang Tong Yu Zhankui He Jianing Wang Yupeng Hou Julian McAuley LRM RALM 58 26 0 11 Mar 2024
Retrieval-Augmented Generation for AI-Generated Content: A Survey Penghao Zhao Hailin Zhang Qinhan Yu Zhengren Wang Yunteng Geng Fangcheng Fu Ling Yang Wentao Zhang Jie Jiang Tengjiao Wang 3DV 153 256 0 29 Feb 2024
Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency Akila Wickramasekara Frank Breitinger Mark Scanlon 83 9 0 29 Feb 2024
The Good and The Bad: Exploring Privacy Issues in Retrieval-Augmented Generation (RAG) Shenglai Zeng Jiankun Zhang Pengfei He Yue Xing Yiding Liu ... Jie Ren Shuaiqiang Wang Dawei Yin Yi Chang Jiliang Tang SILM 70 72 0 23 Feb 2024
Linear-Time Graph Neural Networks for Scalable Recommendations Jiahao Zhang Rui Xue Wenqi Fan Xin Xu Qing Li Jian Pei Xiaorui Liu AI4CE 52 27 0 21 Feb 2024
Retrieval Helps or Hurts? A Deeper Dive into the Efficacy of Retrieval Augmentation to Language Models Seiji Maekawa Hayate Iso Sairam Gurajada Nikita Bhutani RALM KELM 57 14 0 21 Feb 2024
Small Models, Big Insights: Leveraging Slim Proxy Models To Decide When and What to Retrieve for LLMs Jiejun Tan Zhicheng Dou Yutao Zhu Peidong Guo Kun Fang Ji-Rong Wen 64 28 0 19 Feb 2024
BlendFilter: Advancing Retrieval-Augmented Large Language Models via Query Generation Blending and Knowledge Filtering Haoyu Wang Ruirui Li Haoming Jiang Jinjin Tian Zhengyang Wang Chen Luo Xianfeng Tang Monica Cheng Tuo Zhao Jing Gao RALM KELM 53 18 0 16 Feb 2024
Retrieval-Augmented Generation: Is Dense Passage Retrieval Retrieving? Benjamin Z. Reichman Larry Heck 49 2 0 16 Feb 2024
Pandora: Jailbreak GPTs by Retrieval Augmented Generation Poisoning Gelei Deng Yi Liu Kailong Wang Yuekang Li Tianwei Zhang Yang Liu 48 45 0 13 Feb 2024
Revolutionizing Retrieval-Augmented Generation with Enhanced PDF Structure Recognition Demiao Lin RALM 3DV 23 17 0 23 Jan 2024
Large Legal Fictions: Profiling Legal Hallucinations in Large Language Models Matthew Dahl Varun Magesh Mirac Suzgun Daniel E. Ho HILM AILaw 68 78 0 02 Jan 2024
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 94 1,701 1 18 Dec 2023
From Classification to Generation: Insights into Crosslingual Retrieval Augmented ICL Xiaoqian Li Ercong Nie Sheng Liang RALM LRM 113 11 0 11 Nov 2023
Merging Generated and Retrieved Knowledge for Open-Domain QA Yunxiang Zhang Muhammad Khalifa Lajanugen Logeswaran Moontae Lee Honglak Lee Lu Wang RALM 55 38 0 22 Oct 2023
Self-Knowledge Guided Retrieval Augmentation for Large Language Models Yile Wang Peng Li Maosong Sun Yang Liu RALM KELM 40 47 0 08 Oct 2023
Keyword Augmented Retrieval: Novel framework for Information Retrieval integrated with speech interface A. Purwar Rahul Sundar RALM 20 14 0 06 Oct 2023
Enhancing Financial Sentiment Analysis via Retrieval Augmented Large Language Models Boyu Zhang Hongyang Yang Tianyu Zhou Muhammad Ali Babar Xiao-Yang Liu AIFin 68 111 0 06 Oct 2023
Making Retrieval-Augmented Language Models Robust to Irrelevant Context Ori Yoran Tomer Wolfson Ori Ram Jonathan Berant RALM LRM 52 200 0 02 Oct 2023