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

29 February 2024

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

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Title
Telco-oRAG: Optimizing Retrieval-augmented Generation for Telecom Queries via Hybrid Retrieval and Neural Routing Andrei-Laurentiu Bornea Fadhel Ayed Antonio De Domenico Nicola Piovesan Tareq Si Salem Ali Maatouk 0 0 0 17 May 2025
TUMS: Enhancing Tool-use Abilities of LLMs with Multi-structure Handlers Aiyao He Sijia Cui Shuai Xu Yanna Wang Bo Xu 39 0 0 13 May 2025
Aitomia: Your Intelligent Assistant for AI-Driven Atomistic and Quantum Chemical Simulations Jinming Hu Hassan Nawaz Yuting Rui Lijie Chi Arif Ullah Pavlo O. Dral 28 0 0 13 May 2025
Securing RAG: A Risk Assessment and Mitigation Framework Lukas Ammann Sara Ott Christoph R. Landolt Marco P. Lehmann SILM 33 0 0 13 May 2025
ArtRAG: Retrieval-Augmented Generation with Structured Context for Visual Art Understanding Shuai Wang Ivona Najdenkoska Hongyi Zhu S. Rudinac Monika Kackovic N. Wijnberg M. Worring 268 0 0 09 May 2025
Fine-Tuning Large Language Models and Evaluating Retrieval Methods for Improved Question Answering on Building Codes Mohammad Aqib Mohd Hamza Qipei Mei Ying Hei Chui RALM ELM 52 0 0 07 May 2025
WebThinker: Empowering Large Reasoning Models with Deep Research Capability X. Li Jiajie Jin Guanting Dong Hongjin Qian Yutao Zhu Yongkang Wu Ji-Rong Wen Zhicheng Dou LLMAG LRM 97 2 0 30 Apr 2025
CoT-RAG: Integrating Chain of Thought and Retrieval-Augmented Generation to Enhance Reasoning in Large Language Models Feiyang Li Peng Fang Zhan Shi Arijit Khan Fang Wang Dan Feng Weihao Wang Xin Zhang Yongjian Cui ReLM LRM 45 1 0 18 Apr 2025
Affordable AI Assistants with Knowledge Graph of Thoughts Maciej Besta Lorenzo Paleari Jia Hao Andrea Jiang Robert Gerstenberger You Wu ... Jón Gunnar Hannesson Grzegorz Kwa'sniewski Marcin Copik H. Niewiadomski Torsten Hoefler LLMAG RALM 156 0 0 03 Apr 2025
Beyond Single Pass, Looping Through Time: KG-IRAG with Iterative Knowledge Retrieval Ruiyi Yang Hao Xue Imran Razzak Hakim Hacid Flora D. Salim RALM 91 0 0 18 Mar 2025
A Survey on Knowledge-Oriented Retrieval-Augmented Generation Mingyue Cheng Yucong Luo Jie Ouyang Qiang Liu Huijie Liu ... Bohou Zhang Jiawei Cao Jie Ma Daoyu Wang Enhong Chen 3DV 73 3 0 11 Mar 2025
HopRAG: Multi-Hop Reasoning for Logic-Aware Retrieval-Augmented Generation Hao Liu Zhengren Wang Xi Chen Zeju Li Feiyu Xiong Qinhan Yu W. Zhang LRM 61 3 0 18 Feb 2025
ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates L. Yang Zhaochen Yu Tengjiao Wang Mengdi Wang ReLM LRM AI4CE 98 10 0 10 Feb 2025
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Xuejiao Zhao Siyan Liu Su-Yin Yang C. Miao 126 4 0 06 Feb 2025
Topic-FlipRAG: Topic-Orientated Adversarial Opinion Manipulation Attacks to Retrieval-Augmented Generation Models Jiawei Liu Zhuo Chen Miaokun Chen Fengchang Yu Fan Zhang Xiaofeng Wang Wei Lu Xiaozhong Liu AAML SILM 63 0 0 03 Feb 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 99 0 0 21 Dec 2024
What External Knowledge is Preferred by LLMs? Characterizing and Exploring Chain of Evidence in Imperfect Context Zhiyuan Chang Mingyang Li Xiaojun Jia Junjie Wang Yuekai Huang Qing Wang Yihao Huang Yang Liu 147 0 0 17 Dec 2024
Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent Yangning Li Hai-Tao Zheng Xinyu Wang Yong Jiang Zhen Zhang ... Hui Wang Hai-Tao Zheng Pengjun Xie Philip S. Yu Fei Huang 65 16 0 05 Nov 2024
Human-inspired Perspectives: A Survey on AI Long-term Memory Zihong He Weizhe Lin Hao Zheng Fan Zhang Matt Jones Laurence Aitchison X. Xu Miao Liu Per Ola Kristensson Junxiao Shen 77 2 0 01 Nov 2024
Facilitating Multi-turn Function Calling for LLMs via Compositional Instruction Tuning Mingyang Chen Haoze Sun Tianpeng Li Fan Yang Hao Liang Keer Lu Tengjiao Wang Wentao Zhang Guosheng Dong Weipeng Chen LRM 49 5 0 16 Oct 2024
Self-adaptive Multimodal Retrieval-Augmented Generation Wenjia Zhai VLM 42 0 0 15 Oct 2024
LightRAG: Simple and Fast Retrieval-Augmented Generation Zirui Guo Lianghao Xia Yanhua Yu Tu Ao Chao Huang 52 13 0 08 Oct 2024
QAEncoder: Towards Aligned Representation Learning in Question Answering System Zhengren Wang Qinhan Yu Shida Wei Zhiyu Li Feiyu Xiong Xiaoxing Wang Simin Niu Hao Liang Wentao Zhang RALM 25 1 0 30 Sep 2024
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows" Yifei Ming Senthil Purushwalkam Shrey Pandit Zixuan Ke Xuan-Phi Nguyen Caiming Xiong Shafiq R. Joty HILM 112 16 0 30 Sep 2024
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely Siyun Zhao Yuqing Yang Zilong Wang Zhiyuan He Luna Qiu Lili Qiu SyDa RALM 3DV 44 35 0 23 Sep 2024
KARMA: Augmenting Embodied AI Agents with Long-and-short Term Memory Systems Zixuan Wang Bo Yu Junzhe Zhao Wenhao Sun Sai Hou Shuai Liang Xing Hu Yinhe Han Yiming Gan 49 1 0 23 Sep 2024
Recent advances in deep learning and language models for studying the microbiome Binghao Yan Yunbi Nam Lingyao Li Rebecca A Deek Hongzhe Li Siyuan Ma 23 1 0 15 Sep 2024
The Compressor-Retriever Architecture for Language Model OS Yuan Yang Siheng Xiong Ehsan Shareghi Faramarz Fekri RALM KELM 32 1 0 02 Sep 2024
QAEA-DR: A Unified Text Augmentation Framework for Dense Retrieval Hongming Tan Shaoxiong Zhan Hai Lin Hai-Tao Zheng Wai Kin Chan RALM 53 1 0 29 Jul 2024
A Text-to-Game Engine for UGC-Based Role-Playing Games Lei Zhang Xuezheng Peng Shuyi Yang Feiyang Wang 37 1 0 11 Jul 2024
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 62 15 0 03 Jul 2024
Evaluation of Retrieval-Augmented Generation: A Survey Hao Yu Aoran Gan Kai Zhang Shiwei Tong Qi Liu Zhaofeng Liu 3DV 62 82 0 13 May 2024
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 RALM 3DV 40 188 0 10 May 2024
Blended RAG: Improving RAG (Retriever-Augmented Generation) Accuracy with Semantic Search and Hybrid Query-Based Retrievers Kunal Sawarkar Abhilasha Mangal Shivam Raj Solanki 49 45 0 22 Mar 2024
Dynamic Contexts for Generating Suggestion Questions in RAG Based Conversational Systems Anuja Tayal Aman Tyagi 63 7 0 18 Mar 2024
PipeRAG: Fast Retrieval-Augmented Generation via Algorithm-System Co-design Wenqi Jiang Shuai Zhang Boran Han Jie Wang Bernie Wang Tim Kraska 3DV 90 24 0 08 Mar 2024
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Horizon Generation Zihao Wang Guy Van den Broeck Haowei Lin Jiaqi Li Xiaojian Ma Yitao Liang ReLM RALM LRM 94 47 0 08 Mar 2024
Benchmarking Retrieval-Augmented Generation for Medicine Guangzhi Xiong Qiao Jin Zhiyong Lu Aidong Zhang RALM 83 151 0 20 Feb 2024
What Evidence Do Language Models Find Convincing? Alexander Wan Eric Wallace Dan Klein 203 28 0 19 Feb 2024
In Search of Needles in a 11M Haystack: Recurrent Memory Finds What LLMs Miss Yuri Kuratov Aydar Bulatov Petr Anokhin Dmitry Sorokin Artyom Sorokin Andrey Kravchenko RALM 119 33 0 16 Feb 2024
Retrieve Only When It Needs: Adaptive Retrieval Augmentation for Hallucination Mitigation in Large Language Models Hanxing Ding Liang Pang Zihao Wei Huawei Shen Xueqi Cheng HILM RALM 81 15 0 16 Feb 2024
G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering Xiaoxin He Yijun Tian Yifei Sun Nitesh V. Chawla T. Laurent Yann LeCun Xavier Bresson Bryan Hooi RALM 112 71 0 12 Feb 2024
LESS: Selecting Influential Data for Targeted Instruction Tuning Mengzhou Xia Sadhika Malladi Suchin Gururangan Sanjeev Arora Danqi Chen 82 186 0 06 Feb 2024
BGE M3-Embedding: Multi-Lingual, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation Jianlv Chen Shitao Xiao Peitian Zhang Kun Luo Defu Lian Zheng Liu 115 328 0 05 Feb 2024
C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models Mintong Kang Nezihe Merve Gürel Ning Yu D. Song Bo-wen Li 79 20 0 05 Feb 2024
Retrieval-Augmented Score Distillation for Text-to-3D Generation Junyoung Seo Susung Hong Wooseok Jang Ines Hyeonsu Kim Minseop Kwak Doyup Lee Seungryong Kim 57 9 0 05 Feb 2024
Corrective Retrieval Augmented Generation Shi-Qi Yan Jia-Chen Gu Yun Zhu Zhen-Hua Ling RALM 143 72 0 29 Jan 2024
keqing: knowledge-based question answering is a nature chain-of-thought mentor of LLM Chaojie Wang Yishi Xu Zhong Peng Chenxi Zhang Bo Chen Xinrun Wang Lei Feng Bo An 74 18 0 31 Dec 2023
RIGHT: Retrieval-augmented Generation for Mainstream Hashtag Recommendation Run-Ze Fan Yixing Fan Jiangui Chen J. Guo Ruqing Zhang Xueqi Cheng 66 6 0 16 Dec 2023
LM-Cocktail: Resilient Tuning of Language Models via Model Merging Shitao Xiao Zheng Liu Peitian Zhang Xingrun Xing MoMe KELM 94 24 0 22 Nov 2023