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Retrieval-Augmented Generation for AI-Generated Content: A Survey
v1v2v3v4v5v6 (latest)

Retrieval-Augmented Generation for AI-Generated Content: A Survey

29 February 2024
Penghao Zhao
Hailin Zhang
Qinhan Yu
Zhengren Wang
Yunteng Geng
Fangcheng Fu
Ling Yang
Wentao Zhang
Jie Jiang
Tengjiao Wang
    3DV
ArXiv (abs)PDFHTMLGithub (295★)

Papers citing "Retrieval-Augmented Generation for AI-Generated Content: A Survey"

48 / 198 papers shown
Enhancing Spectral Knowledge Interrogation: A Reliable Retrieval-Augmented Generative Framework on Large Language Models
Enhancing Spectral Knowledge Interrogation: A Reliable Retrieval-Augmented Generative Framework on Large Language Models
Jiheng Liang
Zujie Xie
Ziru Yu
Xiangyang Yu
223
1
0
21 Aug 2024
R2GenCSR: Retrieving Context Samples for Large Language Model based
  X-ray Medical Report Generation
R2GenCSR: Retrieving Context Samples for Large Language Model based X-ray Medical Report Generation
Xiao Wang
Yuehang Li
Fuling Wang
Shiao Wang
Chuanfu Li
Bo Jiang
MedIm
205
17
0
19 Aug 2024
Graph Retrieval-Augmented Generation: A Survey
Graph Retrieval-Augmented Generation: A Survey
Boci Peng
Yun Zhu
Yongchao Liu
Xiaohe Bo
Haizhou Shi
Chuntao Hong
Yan Zhang
Siliang Tang
3DV
688
271
0
15 Aug 2024
Evaluating the Impact of Advanced LLM Techniques on AI-Lecture Tutors
  for a Robotics Course
Evaluating the Impact of Advanced LLM Techniques on AI-Lecture Tutors for a Robotics Course
Sebastian Kahl
Felix Löffler
Martin Maciol
Fabian Ridder
Marius Schmitz
Jennifer Spanagel
Jens Wienkamp
Christopher Burgahn
M. Schilling
159
6
0
02 Aug 2024
QAEA-DR: A Unified Text Augmentation Framework for Dense Retrieval
QAEA-DR: A Unified Text Augmentation Framework for Dense RetrievalIEEE Transactions on Knowledge and Data Engineering (TKDE), 2024
Hongming Tan
Shaoxiong Zhan
Hai Lin
Hai-Tao Zheng
Wai Kin Chan
RALM
420
4
0
29 Jul 2024
Stochastic Parrots or ICU Experts? Large Language Models in Critical
  Care Medicine: A Scoping Review
Stochastic Parrots or ICU Experts? Large Language Models in Critical Care Medicine: A Scoping Review
Tongyue Shi
Jun Ma
Zihan Yu
Haowei Xu
Minqi Xiong
Meirong Xiao
Yilin Li
Huiying Zhao
Guilan Kong
209
4
0
27 Jul 2024
Modular RAG: Transforming RAG Systems into LEGO-like Reconfigurable
  Frameworks
Modular RAG: Transforming RAG Systems into LEGO-like Reconfigurable Frameworks
Yunfan Gao
Yun Xiong
Meng Wang
Haofen Wang
334
45
0
26 Jul 2024
Are Large Language Models Possible to Conduct Cognitive Behavioral
  Therapy?
Are Large Language Models Possible to Conduct Cognitive Behavioral Therapy?
Hao Shen
Zihan Li
Minqiang Yang
Minghui Ni
Yongfeng Tao
Zhengyang Yu
Weihao Zheng
Chen Xu
Bin Hu
AI4MH
210
8
0
25 Jul 2024
KaPQA: Knowledge-Augmented Product Question-Answering
KaPQA: Knowledge-Augmented Product Question-Answering
Swetha Eppalapally
Daksh Dangi
Chaithra Bhat
Ankita Gupta
Ruiyi Zhang
...
Karishma Bagga
Seunghyun Yoon
Nedim Lipka
Ryan Rossi
Franck Dernoncourt
RALM
225
4
0
22 Jul 2024
Knowledge Mechanisms in Large Language Models: A Survey and Perspective
Knowledge Mechanisms in Large Language Models: A Survey and Perspective
Meng Wang
Yunzhi Yao
Ziwen Xu
Shuofei Qiao
Shumin Deng
...
Yong Jiang
Pengjun Xie
Fei Huang
Huajun Chen
Ningyu Zhang
332
61
0
22 Jul 2024
LeKUBE: A Legal Knowledge Update BEnchmark
LeKUBE: A Legal Knowledge Update BEnchmark
Changyue Wang
Weihang Su
Yiran Hu
Jiaxin Mao
Yueyue Wu
Cheng Luo
Yiqun Liu
Min Zhang
Shaoping Ma
AILawELM
208
11
0
19 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
455
97
0
18 Jul 2024
Think-on-Graph 2.0: Deep and Interpretable Large Language Model
  Reasoning with Knowledge Graph-guided Retrieval
Think-on-Graph 2.0: Deep and Interpretable Large Language Model Reasoning with Knowledge Graph-guided Retrieval
Shengjie Ma
Chengjin Xu
Xuhui Jiang
Muzhi Li
Huaren Qu
Jian Guo
ReLMLRMRALM3DV
376
2
0
15 Jul 2024
An Autonomous GIS Agent Framework for Geospatial Data Retrieval
An Autonomous GIS Agent Framework for Geospatial Data Retrieval
H. Ning
Zhenlong Li
Temitope Akinboyewa
M. Lessani
213
38
0
13 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
269
2
0
11 Jul 2024
Grounding and Evaluation for Large Language Models: Practical Challenges
  and Lessons Learned (Survey)
Grounding and Evaluation for Large Language Models: Practical Challenges and Lessons Learned (Survey)
K. Kenthapadi
M. Sameki
Ankur Taly
HILMELMAILaw
219
33
0
10 Jul 2024
TongGu: Mastering Classical Chinese Understanding with
  Knowledge-Grounded Large Language Models
TongGu: Mastering Classical Chinese Understanding with Knowledge-Grounded Large Language Models
Jiahuan Cao
Dezhi Peng
Peirong Zhang
Yongxin Shi
Yang Liu
Kai Ding
Lianwen Jin
187
7
0
04 Jul 2024
CoIR: A Comprehensive Benchmark for Code Information Retrieval Models
CoIR: A Comprehensive Benchmark for Code Information Retrieval Models
Xiangyang Li
Kuicai Dong
Yi Quan Lee
Wei Xia
Yichun Yin
Xinyi Dai
Yasheng Wang
Ruiming Tang
647
46
0
03 Jul 2024
Optimization of Retrieval-Augmented Generation Context with Outlier
  Detection
Optimization of Retrieval-Augmented Generation Context with Outlier Detection
Vitaly Bulgakov
RALM
264
0
0
01 Jul 2024
Searching for Best Practices in Retrieval-Augmented Generation
Searching for Best Practices in Retrieval-Augmented Generation
Xiaohua Wang
Zhenghua Wang
Xuan Gao
Feiran Zhang
Yixin Wu
...
Qi Qian
Ruicheng Yin
Changze Lv
Xiaoqing Zheng
Xuanjing Huang
311
110
0
01 Jul 2024
Error Correction in Radiology Reports: A Knowledge Distillation-Based Multi-Stage Framework
Error Correction in Radiology Reports: A Knowledge Distillation-Based Multi-Stage Framework
Jinge Wu
Zhaolong Wu
Ruizhe Li
Tong Chen
Abul Hasan
Yunsoo Kim
Jason PY Cheung
Teng Zhang
Honghan Wu
3DV
478
0
0
21 Jun 2024
R^2AG: Incorporating Retrieval Information into Retrieval Augmented
  Generation
R^2AG: Incorporating Retrieval Information into Retrieval Augmented GenerationConference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Fuda Ye
Shuangyin Li
Yongqi Zhang
Lei Chen
199
1
0
19 Jun 2024
CItruS: Chunked Instruction-aware State Eviction for Long Sequence
  Modeling
CItruS: Chunked Instruction-aware State Eviction for Long Sequence Modeling
Yu Bai
Xiyuan Zou
Heyan Huang
Sanxing Chen
Marc-Antoine Rondeau
Yang Gao
Jackie Chi Kit Cheung
264
7
0
17 Jun 2024
Pcc-tuning: Breaking the Contrastive Learning Ceiling in Semantic
  Textual Similarity
Pcc-tuning: Breaking the Contrastive Learning Ceiling in Semantic Textual SimilarityConference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Bowen Zhang
Chunping Li
164
5
0
14 Jun 2024
Advancing Semantic Textual Similarity Modeling: A Regression Framework
  with Translated ReLU and Smooth K2 Loss
Advancing Semantic Textual Similarity Modeling: A Regression Framework with Translated ReLU and Smooth K2 LossConference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Bowen Zhang
Chunping Li
185
6
0
08 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
450
27
0
07 Jun 2024
Buffer of Thoughts: Thought-Augmented Reasoning with Large Language
  Models
Buffer of Thoughts: Thought-Augmented Reasoning with Large Language ModelsNeural Information Processing Systems (NeurIPS), 2024
Ling Yang
Zhaochen Yu
Tianjun Zhang
Shiyi Cao
Minkai Xu
Wentao Zhang
Joseph E. Gonzalez
Bin Cui
LLMAGLM&RoLRMKELM
333
79
0
06 Jun 2024
Retrieval Meets Reasoning: Even High-school Textbook Knowledge Benefits
  Multimodal Reasoning
Retrieval Meets Reasoning: Even High-school Textbook Knowledge Benefits Multimodal Reasoning
Cheng Tan
Jingxuan Wei
Linzhuang Sun
Zhangyang Gao
Siyuan Li
Bihui Yu
Ruifeng Guo
Stan Z. Li
ReLMLRM3DV
282
14
0
31 May 2024
CtrlA: Adaptive Retrieval-Augmented Generation via Probe-Guided Control
CtrlA: Adaptive Retrieval-Augmented Generation via Probe-Guided Control
Huanshuo Liu
Hao Zhang
Zhijiang Guo
Kuicai Dong
Xiangyang Li
Yi Quan Lee
Cong Zhang
Yong Liu
3DV
270
6
0
29 May 2024
Tool Learning with Large Language Models: A Survey
Tool Learning with Large Language Models: A Survey
Changle Qu
Sunhao Dai
Xiaochi Wei
Hengyi Cai
Shuaiqiang Wang
D. Yin
Jun Xu
Jirong Wen
LLMAG
335
211
0
28 May 2024
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language ModelsNeural Information Processing Systems (NeurIPS), 2024
Bernal Jiménez Gutiérrez
Yiheng Shu
Yu Gu
Michihiro Yasunaga
Yu-Chuan Su
RALMCLL
364
113
0
23 May 2024
Surge Phenomenon in Optimal Learning Rate and Batch Size Scaling
Surge Phenomenon in Optimal Learning Rate and Batch Size ScalingNeural Information Processing Systems (NeurIPS), 2024
Shuaipeng Li
Penghao Zhao
Hailin Zhang
Xingwu Sun
Hao Wu
...
Zheng Fang
Jinbao Xue
Yangyu Tao
Tengjiao Wang
Di Wang
286
24
0
23 May 2024
Question-Based Retrieval using Atomic Units for Enterprise RAG
Question-Based Retrieval using Atomic Units for Enterprise RAG
Vatsal Raina
Mark Gales
142
19
0
20 May 2024
Evaluation of Retrieval-Augmented Generation: A Survey
Evaluation of Retrieval-Augmented Generation: A Survey
Hao Yu
Aoran Gan
Kai Zhang
Shiwei Tong
Qi Liu
Zhaofeng Liu
3DV
393
195
0
13 May 2024
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language
  Models
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language ModelsKnowledge Discovery and Data Mining (KDD), 2024
Wenqi Fan
Yujuan Ding
Liang-bo Ning
Shijie Wang
Hengyun Li
D. Yin
Tat-Seng Chua
Qing Li
RALM3DV
591
601
0
10 May 2024
Can large language models understand uncommon meanings of common words?
Can large language models understand uncommon meanings of common words?
Jinyang Wu
Feihu Che
Xinxin Zheng
Shuai Zhang
Ruihan Jin
Shuai Nie
Pengpeng Shao
Jianhua Tao
180
5
0
09 May 2024
Incorporating External Knowledge and Goal Guidance for LLM-based
  Conversational Recommender Systems
Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems
Chuang Li
Yang Deng
Hengchang Hu
Min-Yen Kan
Haizhou Li
317
10
0
03 May 2024
RAG and RAU: A Survey on Retrieval-Augmented Language Model in Natural Language Processing
RAG and RAU: A Survey on Retrieval-Augmented Language Model in Natural Language Processing
Yucheng Hu
Yuxing Lu
RALM
402
31
0
30 Apr 2024
RAM: Towards an Ever-Improving Memory System by Learning from
  Communications
RAM: Towards an Ever-Improving Memory System by Learning from Communications
Jiaqi Li
Xiaobo Wang
Wentao Ding
Zihao Wang
Yipeng Kang
Zixia Jia
Zilong Zheng
295
4
0
18 Apr 2024
Large Language Models for Education: A Survey and Outlook
Large Language Models for Education: A Survey and Outlook
Shen Wang
Tianlong Xu
Hang Li
Chaoli Zhang
Joleen Liang
Shucheng Zhou
Philip S. Yu
Qingsong Wen
AI4Ed
374
231
0
26 Mar 2024
LLM Inference Unveiled: Survey and Roofline Model Insights
LLM Inference Unveiled: Survey and Roofline Model Insights
Zhihang Yuan
Yuzhang Shang
Yang Zhou
Zhen Dong
Zhe Zhou
...
Yong Jae Lee
Yan Yan
Beidi Chen
Guangyu Sun
Kurt Keutzer
623
149
0
26 Feb 2024
Citation-Enhanced Generation for LLM-based Chatbots
Citation-Enhanced Generation for LLM-based Chatbots
Weitao Li
Junkai Li
Weizhi Ma
Yang Liu
421
34
0
25 Feb 2024
Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language Models
Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language Models
Guanming Xiong
Junwei Bao
Wen Zhao
KELM
378
32
0
23 Feb 2024
Data-Centric Foundation Models in Computational Healthcare: A Survey
Data-Centric Foundation Models in Computational Healthcare: A Survey
Yunkun Zhang
Jin Gao
Zheling Tan
Lingfeng Zhou
Kexin Ding
Mu Zhou
Shaoting Zhang
Yi Xu
AI4CE
313
34
0
04 Jan 2024
From Prompt Engineering to Prompt Science With Human in the Loop
From Prompt Engineering to Prompt Science With Human in the LoopCommunications of the ACM (CACM), 2024
Chirag Shah
260
36
0
01 Jan 2024
Ragas: Automated Evaluation of Retrieval Augmented Generation
Ragas: Automated Evaluation of Retrieval Augmented GenerationConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023
ES Shahul
Jithin James
Luis Espinosa-Anke
Steven Schockaert
487
409
0
26 Sep 2023
Can LLM-Generated Misinformation Be Detected?
Can LLM-Generated Misinformation Be Detected?International Conference on Learning Representations (ICLR), 2023
Canyu Chen
Kai Shu
DeLMO
783
241
0
25 Sep 2023
Billion-scale similarity search with GPUs
Billion-scale similarity search with GPUsIEEE Transactions on Big Data (TBD), 2017
Jeff Johnson
Matthijs Douze
Edouard Grave
970
4,531
0
28 Feb 2017
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