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Retrieval-Augmented Generation for Large Language Models: A Survey
v1v2v3v4v5 (latest)

Retrieval-Augmented Generation for Large Language Models: A Survey

18 December 2023
Yunfan Gao
Yun Xiong
Xinyu Gao
Kangxiang Jia
Jinliu Pan
Yuxi Bi
Yi Dai
Jiawei Sun
Meng Wang
Haofen Wang
    3DVRALM
ArXiv (abs)PDFHTML

Papers citing "Retrieval-Augmented Generation for Large Language Models: A Survey"

50 / 392 papers shown
Title
A Learnable Agent Collaboration Network Framework for Personalized
  Multimodal AI Search Engine
A Learnable Agent Collaboration Network Framework for Personalized Multimodal AI Search Engine
Yunxiao Shi
Min Xu
Haimin Zhang
Xing Zi
Qiang Wu
LLMAG
65
4
0
01 Sep 2024
HyPA-RAG: A Hybrid Parameter Adaptive Retrieval-Augmented Generation System for AI Legal and Policy Applications
HyPA-RAG: A Hybrid Parameter Adaptive Retrieval-Augmented Generation System for AI Legal and Policy Applications
Rishi Kalra
Zekun Wu
Ayesha Gulley
Airlie Hilliard
Xin Guan
Adriano Soares Koshiyama
Philip C. Treleaven
RALMAILaw
110
7
0
29 Aug 2024
Retrieval Augmented Generation for Dynamic Graph Modeling
Retrieval Augmented Generation for Dynamic Graph Modeling
Yuxia Wu
Lizi Liao
Yuan Fang
101
3
0
26 Aug 2024
Claim Verification in the Age of Large Language Models: A Survey
Claim Verification in the Age of Large Language Models: A Survey
A. Dmonte
Roland Oruche
Marcos Zampieri
Prasad Calyam
Isabelle Augenstein
183
11
0
26 Aug 2024
Pandora's Box or Aladdin's Lamp: A Comprehensive Analysis Revealing the Role of RAG Noise in Large Language Models
Pandora's Box or Aladdin's Lamp: A Comprehensive Analysis Revealing the Role of RAG Noise in Large Language Models
Jinyang Wu
Feihu Che
Chuyuan Zhang
Mingkuan Feng
Shuai Zhang
Pengpeng Shao
Jianhua Tao
148
6
0
24 Aug 2024
MuRAR: A Simple and Effective Multimodal Retrieval and Answer Refinement Framework for Multimodal Question Answering
MuRAR: A Simple and Effective Multimodal Retrieval and Answer Refinement Framework for Multimodal Question Answering
Zhengyuan Zhu
Daniel Lee
Hong Zhang
Sai Sree Harsha
Loic Feujio
Akash Maharaj
Yunyao Li
66
3
0
16 Aug 2024
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented
  Generation for Efficient Information Extraction
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction
Bhaskarjit Sarmah
Benika Hall
Rohan Rao
Sunil Patel
Stefano Pasquali
Dhagash Mehta
101
52
0
09 Aug 2024
Natural Language Outlines for Code: Literate Programming in the LLM Era
Natural Language Outlines for Code: Literate Programming in the LLM Era
Kensen Shi
Deniz Altınbüken
Saswat Anand
Mihai Christodorescu
Katja Grünwedel
...
Tobias Welp
Pengcheng Yin
Manzil Zaheer
Satish Chandra
Charles Sutton
149
7
0
09 Aug 2024
Citekit: A Modular Toolkit for Large Language Model Citation Generation
Citekit: A Modular Toolkit for Large Language Model Citation Generation
Jiajun Shen
Tong Zhou
Suifeng Zhao
Yubo Chen
Kang Liu
HILMKELM
103
7
0
06 Aug 2024
LLM-based MOFs Synthesis Condition Extraction using Few-Shot Demonstrations
LLM-based MOFs Synthesis Condition Extraction using Few-Shot Demonstrations
Lei Shi
Zhimeng Liu
Yi Yang
Weize Wu
Yuyang Zhang
...
Zipeng Liu
Huobin Tan
Hongyi Gao
Yue Zhang
Ge Wang
103
0
0
06 Aug 2024
RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework
RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework
Kunlun Zhu
Yifan Luo
Dingling Xu
Ruobing Wang
Shi Yu
...
Yishan Li
Zhiyuan Liu
Xu Han
Zhiyuan Liu
Maosong Sun
223
21
0
02 Aug 2024
OptiMUS-0.3: Using Large Language Models to Model and Solve Optimization Problems at Scale
OptiMUS-0.3: Using Large Language Models to Model and Solve Optimization Problems at Scale
Ali AhmadiTeshnizi
Wenzhi Gao
Herman Brunborg
Shayan Talaei
Connor Lawless
Madeleine Udell
131
5
0
29 Jul 2024
Evaluating Long Range Dependency Handling in Code Generation LLMs
Evaluating Long Range Dependency Handling in Code Generation LLMs
Yannick Assogba
Donghao Ren
78
0
0
23 Jul 2024
A Survey on Employing Large Language Models for Text-to-SQL Tasks
A Survey on Employing Large Language Models for Text-to-SQL Tasks
Liang Shi
Zhengju Tang
Nan Zhang
Xiaotong Zhang
Zhi Yang
198
31
0
21 Jul 2024
Fact-Aware Multimodal Retrieval Augmentation for Accurate Medical Radiology Report Generation
Fact-Aware Multimodal Retrieval Augmentation for Accurate Medical Radiology Report Generation
Liwen Sun
James Zhao
Megan Han
Chenyan Xiong
MedIm
138
12
0
21 Jul 2024
Retrieval-Augmented Generation for Natural Language Processing: A Survey
Retrieval-Augmented Generation for Natural Language Processing: A Survey
Shangyu Wu
Ying Xiong
Yufei Cui
Haolun Wu
Can Chen
...
Lianming Huang
Xue Liu
Tei-Wei Kuo
Nan Guan
Chun Jason Xue
3DVRALM
143
39
0
18 Jul 2024
INDIC QA BENCHMARK: A Multilingual Benchmark to Evaluate Question Answering capability of LLMs for Indic Languages
INDIC QA BENCHMARK: A Multilingual Benchmark to Evaluate Question Answering capability of LLMs for Indic Languages
A. Singh
Rudra Murthy
Vishwajeet Kumar
Jaydeep Sen
Ashish Mittal
Ganesh Ramakrishnan
201
6
0
18 Jul 2024
Thorns and Algorithms: Navigating Generative AI Challenges Inspired by
  Giraffes and Acacias
Thorns and Algorithms: Navigating Generative AI Challenges Inspired by Giraffes and Acacias
Waqar Hussain
100
1
0
16 Jul 2024
Better RAG using Relevant Information Gain
Better RAG using Relevant Information Gain
Marc Pickett
Jeremy Hartman
Ayan Kumar Bhowmick
Raquib-ul Alam
Aditya Vempaty
RALM
99
5
0
16 Jul 2024
A Text-to-Game Engine for UGC-Based Role-Playing Games
A Text-to-Game Engine for UGC-Based Role-Playing Games
Lei Zhang
Xuezheng Peng
Shuyi Yang
Feiyang Wang
104
1
0
11 Jul 2024
Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting
Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting
Zilong Wang
Zifeng Wang
Long Le
Huaixiu Steven Zheng
Swaroop Mishra
...
Anush Mattapalli
Ankur Taly
Jingbo Shang
Chen-Yu Lee
Tomas Pfister
RALM
138
46
0
11 Jul 2024
RAMO: Retrieval-Augmented Generation for Enhancing MOOCs Recommendations
RAMO: Retrieval-Augmented Generation for Enhancing MOOCs Recommendations
Jiarui Rao
Jionghao Lin
AI4Ed
92
5
0
06 Jul 2024
Lightweight Large Language Model for Medication Enquiry: Med-Pal
Lightweight Large Language Model for Medication Enquiry: Med-Pal
Kabilan Elangovan
J. Ong
Liyuan Jin
Benjamin Jun Jie Seng
Yu Heng Kwan
...
Justina Koi Li Ma
Yuhe Ke
Nan Liu
K. Giacomini
Daniel Ting
AI4MHLM&MA
87
2
0
02 Jul 2024
Coding for Intelligence from the Perspective of Category
Coding for Intelligence from the Perspective of Category
Wenhan Yang
Zixuan Hu
Lilang Lin
Jiaying Liu
Ling-Yu Duan
AI4CE
166
1
0
01 Jul 2024
Teola: Towards End-to-End Optimization of LLM-based Applications
Teola: Towards End-to-End Optimization of LLM-based Applications
Xin Tan
Yimin Jiang
Yitao Yang
Hong-Yu Xu
162
7
0
29 Jun 2024
Belief Revision: The Adaptability of Large Language Models Reasoning
Belief Revision: The Adaptability of Large Language Models Reasoning
Bryan Wilie
Samuel Cahyawijaya
Etsuko Ishii
Junxian He
Pascale Fung
KELMLRM
81
5
0
28 Jun 2024
ShortcutsBench: A Large-Scale Real-world Benchmark for API-based Agents
ShortcutsBench: A Large-Scale Real-world Benchmark for API-based Agents
Haiyang Shen
Yue Li
Desong Meng
Dongqi Cai
Sheng Qi
Li Zhang
Mengwei Xu
Yudong Han
LLMAG
147
12
0
28 Jun 2024
LumberChunker: Long-Form Narrative Document Segmentation
LumberChunker: Long-Form Narrative Document Segmentation
André V. Duarte
Joao Marques
Miguel Graça
M. Freire
Lei Li
Arlindo L. Oliveira
63
10
0
25 Jun 2024
The ALCHEmist: Automated Labeling 500x CHEaper Than LLM Data Annotators
The ALCHEmist: Automated Labeling 500x CHEaper Than LLM Data Annotators
Tzu-Heng Huang
Catherine Cao
Vaishnavi Bhargava
Frederic Sala
106
5
0
25 Jun 2024
FS-RAG: A Frame Semantics Based Approach for Improved Factual Accuracy
  in Large Language Models
FS-RAG: A Frame Semantics Based Approach for Improved Factual Accuracy in Large Language Models
Harish Tayyar Madabushi
33
0
0
23 Jun 2024
A Tale of Trust and Accuracy: Base vs. Instruct LLMs in RAG Systems
A Tale of Trust and Accuracy: Base vs. Instruct LLMs in RAG Systems
Florin Cuconasu
Giovanni Trappolini
Nicola Tonellotto
Fabrizio Silvestri
83
2
0
21 Jun 2024
GoldCoin: Grounding Large Language Models in Privacy Laws via Contextual
  Integrity Theory
GoldCoin: Grounding Large Language Models in Privacy Laws via Contextual Integrity Theory
Wei Fan
Haoran Li
Zheye Deng
Weiqi Wang
Yangqiu Song
AILaw
69
13
0
17 Jun 2024
Vul-RAG: Enhancing LLM-based Vulnerability Detection via Knowledge-level RAG
Vul-RAG: Enhancing LLM-based Vulnerability Detection via Knowledge-level RAG
Xueying Du
Geng Zheng
Kaixin Wang
Yi Zou
Wentai Deng
...
Mingwei Liu
Bihuan Chen
Xin Peng
Tao Ma
Yiling Lou
101
41
0
17 Jun 2024
Refiner: Restructure Retrieval Content Efficiently to Advance Question-Answering Capabilities
Refiner: Restructure Retrieval Content Efficiently to Advance Question-Answering Capabilities
Zhonghao Li
Xuming Hu
Aiwei Liu
Kening Zheng
Shijie Huang
Hui Xiong
RALM
189
8
0
17 Jun 2024
EWEK-QA: Enhanced Web and Efficient Knowledge Graph Retrieval for
  Citation-based Question Answering Systems
EWEK-QA: Enhanced Web and Efficient Knowledge Graph Retrieval for Citation-based Question Answering Systems
Mohammad Dehghan
Mohammad Ali Alomrani
Sunyam Bagga
David Alfonso-Hermelo
Khalil Bibi
...
Jimmy Lin
Boxing Chen
Prasanna Parthasarathi
Mahdi Biparva
Mehdi Rezagholizadeh
RALM
121
8
0
14 Jun 2024
A Survey on Large Language Models from General Purpose to Medical
  Applications: Datasets, Methodologies, and Evaluations
A Survey on Large Language Models from General Purpose to Medical Applications: Datasets, Methodologies, and Evaluations
Jinqiang Wang
Huansheng Ning
Yi Peng
Qikai Wei
Daniel Tesfai
Wenwei Mao
Tao Zhu
Runhe Huang
LM&MAAI4MHELM
143
8
0
14 Jun 2024
Ad Auctions for LLMs via Retrieval Augmented Generation
Ad Auctions for LLMs via Retrieval Augmented Generation
Mohammadtaghi Hajiaghayi
Sébastien Lahaie
Keivan Rezaei
Suho Shin
134
8
0
12 Jun 2024
Machine Against the RAG: Jamming Retrieval-Augmented Generation with Blocker Documents
Machine Against the RAG: Jamming Retrieval-Augmented Generation with Blocker Documents
Avital Shafran
R. Schuster
Vitaly Shmatikov
133
37
0
09 Jun 2024
Multi-Head RAG: Solving Multi-Aspect Problems with LLMs
Multi-Head RAG: Solving Multi-Aspect Problems with LLMs
Maciej Besta
Aleš Kubíček
Robert Gerstenberger
Marcin Chrapek
Roman Niggli
...
Joanna Gajda
Piotr Nyczyk
Jürgen Müller
H. Niewiadomski
Torsten Hoefler
96
20
0
07 Jun 2024
A Survey of Language-Based Communication in Robotics
A Survey of Language-Based Communication in Robotics
William Hunt
Sarvapali D. Ramchurn
Mohammad D. Soorati
LM&Ro
248
13
0
06 Jun 2024
Ranking Manipulation for Conversational Search Engines
Ranking Manipulation for Conversational Search Engines
Samuel Pfrommer
Yatong Bai
Tanmay Gautam
Somayeh Sojoudi
SILM
102
5
0
05 Jun 2024
The Challenges of Evaluating LLM Applications: An Analysis of Automated,
  Human, and LLM-Based Approaches
The Challenges of Evaluating LLM Applications: An Analysis of Automated, Human, and LLM-Based Approaches
Bhashithe Abeysinghe
Ruhan Circi
ELM
108
23
0
05 Jun 2024
ACCORD: Closing the Commonsense Measurability Gap
ACCORD: Closing the Commonsense Measurability Gap
François Roewer-Després
Jinyue Feng
Zining Zhu
Frank Rudzicz
LRM
128
0
0
04 Jun 2024
MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset
MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset
Weiqi Wang
Yangqiu Song
LRM
129
10
0
04 Jun 2024
Large Language Model Confidence Estimation via Black-Box Access
Large Language Model Confidence Estimation via Black-Box Access
Tejaswini Pedapati
Amit Dhurandhar
Soumya Ghosh
Soham Dan
P. Sattigeri
244
5
0
01 Jun 2024
Unraveling and Mitigating Retriever Inconsistencies in Retrieval-Augmented Large Language Models
Unraveling and Mitigating Retriever Inconsistencies in Retrieval-Augmented Large Language Models
Mingda Li
Xinyu Li
Yifan Chen
Wenfeng Xuan
Weinan Zhang
RALM
78
2
0
31 May 2024
Hallucination-Free? Assessing the Reliability of Leading AI Legal
  Research Tools
Hallucination-Free? Assessing the Reliability of Leading AI Legal Research Tools
Varun Magesh
Faiz Surani
Matthew Dahl
Mirac Suzgun
Christopher D. Manning
Daniel E. Ho
HILMELMAILaw
77
80
0
30 May 2024
Is My Data in Your Retrieval Database? Membership Inference Attacks Against Retrieval Augmented Generation
Is My Data in Your Retrieval Database? Membership Inference Attacks Against Retrieval Augmented Generation
Maya Anderson
Guy Amit
Abigail Goldsteen
AAML
154
19
0
30 May 2024
Adaptive In-conversation Team Building for Language Model Agents
Adaptive In-conversation Team Building for Language Model Agents
Linxin Song
Jiale Liu
Jieyu Zhang
Shaokun Zhang
Ao Luo
Shijian Wang
Qingyun Wu
Chi Wang
LLMAG
153
14
0
29 May 2024
Knowledge Circuits in Pretrained Transformers
Knowledge Circuits in Pretrained Transformers
Yunzhi Yao
Ningyu Zhang
Zekun Xi
Meng Wang
Ziwen Xu
Shumin Deng
Huajun Chen
KELM
180
25
0
28 May 2024
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