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
On the Ethical Considerations of Generative Agents Nýoma Diamond Soumya Banerjee 54 2 0 28 Nov 2024
The importance of visual modelling languages in generative software engineering Roberto Rossi 70 1 0 27 Nov 2024
Transcending Language Boundaries: Harnessing LLMs for Low-Resource Language Translation Peng Shu J. Chen Z. Liu H. Wang Zihao Wu ... Constance Owl Xiaoming Zhai Ninghao Liu Claudio Saunt Tianming Liu 33 6 0 18 Nov 2024
Large Language Models for Constructing and Optimizing Machine Learning Workflows: A Survey Yang Gu Hengyu You Jian Cao Muran Yu Haoran Fan Shiyou Qian LM&MA AI4CE 36 3 0 11 Nov 2024
Clustering Algorithms and RAG Enhancing Semi-Supervised Text Classification with Large LLMs Shan Zhong Jiahao Zeng Yongxin Yu Bohong Lin 29 1 0 09 Nov 2024
RuAG: Learned-rule-augmented Generation for Large Language Models Yudi Zhang Pei Xiao Lu Wang C. Zhang Meng Fang ... Qingwei Lin Mykola Pechenizkiy Dongmei Zhang Saravan Rajmohan Qi Zhang LRM 36 0 0 04 Nov 2024
Building Multi-Agent Copilot towards Autonomous Agricultural Data Management and Analysis Yu Pan Jianxin Sun Hongfeng Yu Joe Luck Geng Bai Nipuna Chamara Yufeng Ge Tala Awada 30 0 0 31 Oct 2024
Length-Induced Embedding Collapse in Transformer-based Models Yuqi Zhou Sunhao Dai Zhanshuo Cao Xiao Zhang Jun Xu 27 0 0 31 Oct 2024
MMDS: A Multimodal Medical Diagnosis System Integrating Image Analysis and Knowledge-based Departmental Consultation Yi Ren H. Zhang Weibin Li Diandong Liu Tianyi Zhang Jie He Jie He Licheng Jiao CVBM 24 0 0 20 Oct 2024
When Machine Unlearning Meets Retrieval-Augmented Generation (RAG): Keep Secret or Forget Knowledge? Shang Wang Tianqing Zhu Dayong Ye Wanlei Zhou MU 25 0 0 20 Oct 2024
Data Defenses Against Large Language Models William Agnew Harry H. Jiang Cella Sum Maarten Sap Sauvik Das AAML 16 0 0 17 Oct 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 35 6 0 15 Oct 2024
Search Engines in an AI Era: The False Promise of Factual and Verifiable Source-Cited Responses Pranav Narayanan Venkit Philippe Laban Yilun Zhou Yixin Mao C. Wu ELM 17 7 0 15 Oct 2024
Federated Data-Efficient Instruction Tuning for Large Language Models Zhen Qin Zhaomin Wu Bingsheng He Shuiguang Deng FedML 30 2 0 14 Oct 2024
Agent S: An Open Agentic Framework that Uses Computers Like a Human Saaket Agashe Jiuzhou Han Shuyu Gan Jiachen Yang Ang Li Xin Eric Wang LLMAG LM&Ro AIFin 34 19 0 10 Oct 2024
No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in LLMs, Even for Vigilant Users Mengxuan Hu Hongyi Wu Zihan Guan Ronghang Zhu Dongliang Guo Daiqing Qi Sheng Li SILM 20 3 0 10 Oct 2024
LightRAG: Simple and Fast Retrieval-Augmented Generation Zirui Guo Lianghao Xia Yanhua Yu Tu Ao Chao Huang 47 11 0 08 Oct 2024
RGD: Multi-LLM Based Agent Debugger via Refinement and Generation Guidance Haolin Jin Zechao Sun Huaming Chen LLMAG 41 2 0 02 Oct 2024
Exploring Gen-AI applications in building research and industry: A review Hanlong Wan Jian Zhang Yan Chen Weili Xu Fan Feng AI4CE 35 0 0 01 Oct 2024
MMSearch: Benchmarking the Potential of Large Models as Multi-modal Search Engines Dongzhi Jiang Renrui Zhang Ziyu Guo Yanmin Wu Jiayi Lei ... Guanglu Song Peng Gao Yu Liu Chunyuan Li Hongsheng Li MLLM 27 16 0 19 Sep 2024
KVPruner: Structural Pruning for Faster and Memory-Efficient Large Language Models Bo Lv Quan Zhou Xuanang Ding Yan Wang Zeming Ma VLM 16 1 0 17 Sep 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 27 6 0 17 Sep 2024
Farmer.Chat: Scaling AI-Powered Agricultural Services for Smallholder Farmers Namita Singh Jacqueline Wangómbe Nereah Okanga Tetyana Zelenska Jona Repishti ... R. Manokaran Vineet Singh Mohammed I. Rafiq Rikin Gandhi Akshay Nambi AI4MH 16 1 0 13 Sep 2024
KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation Lei Liang Mengshu Sun Zhengke Gui Zhongshu Zhu Zhouyu Jiang ... Zhiqiang Zhang Wen Zhang Huajun Chen Wenguang Chen Jun Zhou 39 11 0 10 Sep 2024
SafeEmbodAI: a Safety Framework for Mobile Robots in Embodied AI Systems Wenxiao Zhang Xiangrui Kong Thomas Braunl Jin B. Hong 20 2 0 03 Sep 2024
P/D-Serve: Serving Disaggregated Large Language Model at Scale Yibo Jin Tao Wang Huimin Lin Mingyang Song Peiyang Li ... Haoliang Cheng Xiaojing Li Jiandong Ding Hefei Guo Zhengyong Zhang MoE 14 8 0 15 Aug 2024
Re-TASK: Revisiting LLM Tasks from Capability, Skill, and Knowledge Perspectives Zhihu Wang Shiwan Zhao Yu Wang Heyuan Huang Jiaxin Shi Sitao Xie Zhixing Wang Yubo Zhang Hongyan Li Junchi Yan LRM 29 5 0 13 Aug 2024
Seeing Is Believing: Black-Box Membership Inference Attacks Against Retrieval Augmented Generation Y. Li Gaoyang Liu Yang Yang Chen Wang AAML 21 3 0 27 Jun 2024
Evaluating the External and Parametric Knowledge Fusion of Large Language Models Hao Zhang Yuyang Zhang Xiaoguang Li Wenxuan Shi Haonan Xu ... Yasheng Wang Lifeng Shang Qun Liu Yong-jin Liu Ruiming Tang KELM 25 4 0 29 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 29 25 0 19 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 Bin Cui 3DV 99 215 0 29 Feb 2024
Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency Akila Wickramasekara F. Breitinger Mark Scanlon 37 7 0 29 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 38 16 0 16 Feb 2024
Financial Report Chunking for Effective Retrieval Augmented Generation Antonio Jimeno-Yepes Yao You Jan Milczek Sebastian Laverde Renyu Li 32 20 0 05 Feb 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 77 14 0 30 Jan 2024
From Classification to Generation: Insights into Crosslingual Retrieval Augmented ICL Xiaoqian Li Ercong Nie Sheng Liang RALM LRM 82 6 0 11 Nov 2023
Enhancing Financial Sentiment Analysis via Retrieval Augmented Large Language Models Boyu Zhang Hongyang Yang Tianyu Zhou Muhammad Ali Babar Xiao-Yang Liu AIFin 50 41 0 06 Oct 2023
On the Trustworthiness Landscape of State-of-the-art Generative Models: A Survey and Outlook Mingyuan Fan Chengyu Wang Cen Chen Yang Liu Jun Huang HILM 16 3 0 31 Jul 2023
Lift Yourself Up: Retrieval-augmented Text Generation with Self Memory Xin Cheng Di Luo Xiuying Chen Lemao Liu Dongyan Zhao Rui Yan RALM 132 86 0 03 May 2023
When Language Model Meets Private Library Daoguang Zan Bei Chen Zeqi Lin Bei Guan Yongji Wang Jian-Guang Lou ALM 64 68 0 31 Oct 2022
Prompt-Tuning Can Be Much Better Than Fine-Tuning on Cross-lingual Understanding With Multilingual Language Models Lifu Tu Caiming Xiong Yingbo Zhou VLM AAML LRM 92 26 0 22 Oct 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 208 2,413 0 06 Oct 2022
Generate rather than Retrieve: Large Language Models are Strong Context Generators W. Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng-Long Jiang RALM AIMat 207 318 0 21 Sep 2022
Training Language Models with Memory Augmentation Zexuan Zhong Tao Lei Danqi Chen RALM 221 126 0 25 May 2022
Teaching language models to support answers with verified quotes Jacob Menick Maja Trebacz Vladimir Mikulik John Aslanides Francis Song ... Mia Glaese Susannah Young Lucy Campbell-Gillingham G. Irving Nat McAleese ELM RALM 213 204 0 21 Mar 2022
SPoT: Better Frozen Model Adaptation through Soft Prompt Transfer Tu Vu Brian Lester Noah Constant Rami Al-Rfou Daniel Matthew Cer VLM LRM 131 276 0 15 Oct 2021
Efficient Nearest Neighbor Language Models Junxian He Graham Neubig Taylor Berg-Kirkpatrick RALM 182 103 0 09 Sep 2021
Graph Trend Filtering Networks for Recommendations Wenqi Fan Xiaorui Liu Wei Jin Xiangyu Zhao Jiliang Tang Qing Li 60 99 0 12 Aug 2021
Trustworthy AI: A Computational Perspective Haochen Liu Yiqi Wang Wenqi Fan Xiaorui Liu Yaxin Li Shaili Jain Yunhao Liu Anil K. Jain Jiliang Tang FaML 90 193 0 12 Jul 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 275 1,296 0 17 Jan 2021