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

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

Wenqi Fan
Yujuan Ding
Liang-bo Ning
Shijie Wang
Hengyun Li
Dawei Yin
Tat-Seng Chua
Qing Li
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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
Walk&Retrieve: Simple Yet Effective Zero-shot Retrieval-Augmented Generation via Knowledge Graph Walks
Martin Böckling
Heiko Paulheim
Andreea Iana
RALM
50
0
0
22 May 2025
InfoDeepSeek: Benchmarking Agentic Information Seeking for Retrieval-Augmented Generation
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
32
0
0
21 May 2025
Beyond Misinformation: A Conceptual Framework for Studying AI Hallucinations in (Science) Communication
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
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
Simplifying Data Integration: SLM-Driven Systems for Unified Semantic Queries Across Heterogeneous Databases
Teng Lin
45
0
0
08 Apr 2025
A Multimedia Analytics Model for the Foundation Model Era
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
75
1
0
08 Apr 2025
Rethinking industrial artificial intelligence: a unified foundation framework
Rethinking industrial artificial intelligence: a unified foundation framework
Jay Lee
Hanqi Su
AI4CE
73
1
0
02 Apr 2025
OnRL-RAG: Real-Time Personalized Mental Health Dialogue System
OnRL-RAG: Real-Time Personalized Mental Health Dialogue System
Ahsan Bilal
Beiyu Lin
OffRL
RALM
AI4MH
76
1
0
02 Apr 2025
On the Consistency of Multilingual Context Utilization in Retrieval-Augmented Generation
On the Consistency of Multilingual Context Utilization in Retrieval-Augmented Generation
Jirui Qi
Raquel Fernández
Arianna Bisazza
RALM
88
0
0
01 Apr 2025
GRASP: Municipal Budget AI Chatbots for Enhancing Civic Engagement
GRASP: Municipal Budget AI Chatbots for Enhancing Civic Engagement
Jerry Xu
Justin Wang
Joley Leung
Jasmine Gu
102
0
0
30 Mar 2025
Investigating Retrieval-Augmented Generation in Quranic Studies: A Study of 13 Open-Source Large Language Models
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
87
0
0
20 Mar 2025
R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning
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
127
29
0
07 Mar 2025
TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster
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
109
1
0
06 Mar 2025
Can Frontier LLMs Replace Annotators in Biomedical Text Mining? Analyzing Challenges and Exploring Solutions
Can Frontier LLMs Replace Annotators in Biomedical Text Mining? Analyzing Challenges and Exploring Solutions
Yichong Zhao
Susumu Goto
74
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
66
1
0
04 Mar 2025
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation
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
67
0
0
28 Feb 2025
RAG-Enhanced Collaborative LLM Agents for Drug Discovery
RAG-Enhanced Collaborative LLM Agents for Drug Discovery
Namkyeong Lee
Edward De Brouwer
Ehsan Hajiramezanali
Tommaso Biancalani
Chanyoung Park
Gabriele Scalia
82
0
0
22 Feb 2025
C-3PO: Compact Plug-and-Play Proxy Optimization to Achieve Human-like Retrieval-Augmented Generation
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
72
1
0
10 Feb 2025
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot
Xuejiao Zhao
Siyan Liu
Su-Yin Yang
Chunyan Miao
163
8
0
06 Feb 2025
Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning
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
145
15
0
05 Feb 2025
Poison-RAG: Adversarial Data Poisoning Attacks on Retrieval-Augmented Generation in Recommender Systems
Poison-RAG: Adversarial Data Poisoning Attacks on Retrieval-Augmented Generation in Recommender Systems
Fatemeh Nazary
Yashar Deldjoo
Tommaso Di Noia
AAML
SILM
66
5
0
20 Jan 2025
Dynamics of Adversarial Attacks on Large Language Model-Based Search Engines
Dynamics of Adversarial Attacks on Large Language Model-Based Search Engines
Xiyang Hu
AAML
60
1
0
01 Jan 2025
Large Language Model Can Be a Foundation for Hidden Rationale-Based Retrieval
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
121
0
0
21 Dec 2024
The importance of visual modelling languages in generative software engineering
The importance of visual modelling languages in generative software engineering
Roberto Rossi
113
1
0
27 Nov 2024
ReDeEP: Detecting Hallucination in Retrieval-Augmented Generation via Mechanistic Interpretability
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
76
9
0
15 Oct 2024
LightRAG: Simple and Fast Retrieval-Augmented Generation
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
Exploring Gen-AI applications in building research and industry: A review
Hanlong Wan
Jian Zhang
Yan Chen
Weili Xu
Fan Feng
AI4CE
55
1
0
01 Oct 2024
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse
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
90
9
0
17 Sep 2024
Compressing Long Context for Enhancing RAG with AMR-based Concept Distillation
Compressing Long Context for Enhancing RAG with AMR-based Concept Distillation
Kaize Shi
Xueyao Sun
Qing Li
Guandong Xu
68
13
0
06 May 2024
AlphaFin: Benchmarking Financial Analysis with Retrieval-Augmented Stock-Chain Framework
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
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
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
56
26
0
11 Mar 2024
Retrieval-Augmented Generation for AI-Generated Content: A Survey
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
249
0
29 Feb 2024
Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency
Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency
Akila Wickramasekara
Frank Breitinger
Mark Scanlon
78
8
0
29 Feb 2024
The Good and The Bad: Exploring Privacy Issues in Retrieval-Augmented Generation (RAG)
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
61
72
0
23 Feb 2024
Linear-Time Graph Neural Networks for Scalable Recommendations
Linear-Time Graph Neural Networks for Scalable Recommendations
Jiahao Zhang
Rui Xue
Wenqi Fan
Xin Xu
Qing Li
Jian Pei
Xiaorui Liu
AI4CE
50
27
0
21 Feb 2024
Retrieval Helps or Hurts? A Deeper Dive into the Efficacy of Retrieval Augmentation to Language Models
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
52
14
0
21 Feb 2024
Small Models, Big Insights: Leveraging Slim Proxy Models To Decide When and What to Retrieve for LLMs
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
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
48
18
0
16 Feb 2024
Retrieval-Augmented Generation: Is Dense Passage Retrieval Retrieving?
Retrieval-Augmented Generation: Is Dense Passage Retrieval Retrieving?
Benjamin Z. Reichman
Larry Heck
46
2
0
16 Feb 2024
Pandora: Jailbreak GPTs by Retrieval Augmented Generation Poisoning
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
Revolutionizing Retrieval-Augmented Generation with Enhanced PDF Structure Recognition
Demiao Lin
RALM
3DV
19
17
0
23 Jan 2024
Large Legal Fictions: Profiling Legal Hallucinations in Large Language Models
Large Legal Fictions: Profiling Legal Hallucinations in Large Language Models
Matthew Dahl
Varun Magesh
Mirac Suzgun
Daniel E. Ho
HILM
AILaw
63
78
0
02 Jan 2024
Retrieval-Augmented Generation for Large Language Models: A Survey
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
85
1,658
1
18 Dec 2023
From Classification to Generation: Insights into Crosslingual Retrieval Augmented ICL
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
Merging Generated and Retrieved Knowledge for Open-Domain QA
Yunxiang Zhang
Muhammad Khalifa
Lajanugen Logeswaran
Moontae Lee
Honglak Lee
Lu Wang
RALM
50
38
0
22 Oct 2023
Self-Knowledge Guided Retrieval Augmentation for Large Language Models
Self-Knowledge Guided Retrieval Augmentation for Large Language Models
Yile Wang
Peng Li
Maosong Sun
Yang Liu
RALM
KELM
35
44
0
08 Oct 2023
Keyword Augmented Retrieval: Novel framework for Information Retrieval integrated with speech interface
Keyword Augmented Retrieval: Novel framework for Information Retrieval integrated with speech interface
A. Purwar
Rahul Sundar
RALM
13
14
0
06 Oct 2023
Enhancing Financial Sentiment Analysis via Retrieval Augmented Large Language Models
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
Making Retrieval-Augmented Language Models Robust to Irrelevant Context
Ori Yoran
Tomer Wolfson
Ori Ram
Jonathan Berant
RALM
LRM
49
200
0
02 Oct 2023

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