Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey
on How to Make your LLMs use External Data More Wisely

Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely

23 September 2024

Yuqing Yang

Zilong Wang

Lili Qiu

Papers citing "Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely"

16 / 16 papers shown

Title
Scent of Knowledge: Optimizing Search-Enhanced Reasoning with Information Foraging Hongjin Qian Zheng Liu RALM LRM 31 0 0 14 May 2025
DocSpiral: A Platform for Integrated Assistive Document Annotation through Human-in-the-Spiral Qiang Sun Sirui Li Tingting Bi D. Huynh Mark Reynolds Yuanyi Luo Wei Liu 34 0 0 06 May 2025
SymbioticRAG: Enhancing Document Intelligence Through Human-LLM Symbiotic Collaboration Qiang Sun Tingting Bi Sirui Li E. Holden Paul Duuring Kai Niu Wei Liu 29 0 0 05 May 2025
Empowering Agentic Video Analytics Systems with Video Language Models Yuxuan Yan Shiqi Jiang Ting Cao Y. Yang Qianqian Yang Yuanchao Shu Y. Yang Lili Qiu VLM 70 0 0 01 May 2025
RAG LLMs are Not Safer: A Safety Analysis of Retrieval-Augmented Generation for Large Language Models Bang An Shiyue Zhang Mark Dredze 61 0 0 25 Apr 2025
Credible plan-driven RAG method for Multi-hop Question Answering Ningning Zhang Chi Zhang Zhizhong Tan Xingxing Yang Weiping Deng Wenyong Wang LRM 35 0 0 23 Apr 2025
Graph-based Approaches and Functionalities in Retrieval-Augmented Generation: A Comprehensive Survey Zulun Zhu Tiancheng Huang Kai Wang Junda Ye X. Chen Siqiang Luo 3DV 41 0 0 08 Apr 2025
FactGuard: Leveraging Multi-Agent Systems to Generate Answerable and Unanswerable Questions for Enhanced Long-Context LLM Extraction Qian Zhang Fang Li Jie Wang Lingfeng Qiao Yifei Yu Di Yin X. Sun RALM 65 0 0 08 Apr 2025
Stochastic Optimization with Optimal Importance Sampling Liviu Aolaritei Bart P. G. Van Parys H. Lam Michael I. Jordan 37 0 0 04 Apr 2025
PROPHET: An Inferable Future Forecasting Benchmark with Causal Intervened Likelihood Estimation Zhengwei Tao Zhi Jin Bincheng Li Xiaoying Bai Haiyan Zhao Chengfeng Dou Xiancai Chen Jia Li♂ Linyu Li Chongyang Tao AI4TS 35 0 0 02 Apr 2025
Context-Aware Human Behavior Prediction Using Multimodal Large Language Models: Challenges and Insights Yuchen Liu Lino Lerch Luigi Palmieri Andrey Rudenko Sebastian Koch Timo Ropinski Marco Aiello 60 0 0 01 Apr 2025
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation Xujie Yuan Y. Liu Shimin Di Shiwen Wu Libin Zheng Rui Meng Lei Chen Xiaofang Zhou Jian Yin 36 0 0 28 Feb 2025
FinBloom: Knowledge Grounding Large Language Model with Real-time Financial Data Ankur Sinha Chaitanya Agarwal P. Malo AIFin 42 0 0 04 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
CORAG: A Cost-Constrained Retrieval Optimization System for Retrieval-Augmented Generation Z. Wang Haitao Yuan Wei Dong Gao Cong Feifei Li 3DV 47 1 0 01 Nov 2024
Security and Privacy Challenges of Large Language Models: A Survey B. Das M. H. Amini Yanzhao Wu PILM ELM 19 102 0 30 Jan 2024