Computation and Language · Computer Science
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models
Wenqi Fan, Yujuan Ding, Liangbo Ning, Shijie Wang +4
2024-06-18
Computation and Language · Computer Science
Retrieval-Augmented Generation for Large Language Models: A Survey
Yunfan Gao, Yun Xiong, Xinyu Gao, Kangxiang Jia +6
2024-03-28
Computation and Language · Computer Science
When Retrieval Succeeds and Fails: Rethinking Retrieval-Augmented Generation for LLMs
Yongjie Wang, Yue Yu, Kaisong Song, Jun Lin +1
2025-10-13
Computation and Language · Computer Science
Retrieval Augmented Generation Evaluation in the Era of Large Language Models: A Comprehensive Survey
Aoran Gan, Hao Yu, Kai Zhang, Qi Liu +4
2025-04-22
Information Retrieval · Computer Science
Optimizing and Evaluating Enterprise Retrieval-Augmented Generation (RAG): A Content Design Perspective
Sarah Packowski, Inge Halilovic, Jenifer Schlotfeldt, Trish Smith
2024-10-18
Computation and Language · Computer Science
A Tale of Trust and Accuracy: Base vs. Instruct LLMs in RAG Systems
Florin Cuconasu, Giovanni Trappolini, Nicola Tonellotto, Fabrizio Silvestri
2024-06-24
Computation and Language · Computer Science
A Systematic Review of Key Retrieval-Augmented Generation (RAG) Systems: Progress, Gaps, and Future Directions
Agada Joseph Oche, Ademola Glory Folashade, Tirthankar Ghosal, Arpan Biswas
2025-07-28
Machine Learning · Computer Science
Towards Knowledge Checking in Retrieval-augmented Generation: A Representation Perspective
Shenglai Zeng, Jiankun Zhang, Bingheng Li, Yuping Lin +8
2024-11-25
Computation and Language · Computer Science
Dynamic and Parametric Retrieval-Augmented Generation
Weihang Su, Qingyao Ai, Jingtao Zhan, Qian Dong +1
2025-06-10
Computation and Language · Computer Science
A Survey on Knowledge-Oriented Retrieval-Augmented Generation
Mingyue Cheng, Yucong Luo, Jie Ouyang, Qi Liu +8
2025-03-18
Computation and Language · Computer Science
Open-RAG: Enhanced Retrieval-Augmented Reasoning with Open-Source Large Language Models
Shayekh Bin Islam, Md Asib Rahman, K S M Tozammel Hossain, Enamul Hoque +2
2024-10-03
Computation and Language · Computer Science
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation
Ran Xu, Yuchen Zhuang, Yue Yu, Haoyu Wang +2
2025-07-29
Information Retrieval · Computer Science
Retrieval-Augmented Generation in Industry: An Interview Study on Use Cases, Requirements, Challenges, and Evaluation
Lorenz Brehme, Benedikt Dornauer, Thomas Ströhle, Maximilian Ehrhart +1
2025-11-19
Software Engineering · Computer Science
Engineering RAG Systems for Real-World Applications: Design, Development, and Evaluation
Md Toufique Hasan, Muhammad Waseem, Kai-Kristian Kemell, Ayman Asad Khan +2
2025-09-25
Computation and Language · Computer Science
Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs
Yangning Li, Weizhi Zhang, Yuyao Yang, Wei-Chieh Huang +16
2025-07-17
Computation and Language · Computer Science
Modular RAG: Transforming RAG Systems into LEGO-like Reconfigurable Frameworks
Yunfan Gao, Yun Xiong, Meng Wang, Haofen Wang
2024-08-01
Information Retrieval · Computer Science
Meta Knowledge for Retrieval Augmented Large Language Models
Laurent Mombaerts, Terry Ding, Adi Banerjee, Florian Felice +2
2024-08-20
Artificial Intelligence · Computer Science
Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG
Aditi Singh, Abul Ehtesham, Saket Kumar, Tala Talaei Khoei +1
2026-04-02
Computation and Language · Computer Science
Toward Optimal Search and Retrieval for RAG
Alexandria Leto, Cecilia Aguerrebere, Ishwar Bhati, Ted Willke +2
2024-11-13
Computation and Language · Computer Science
Retrieval-Augmented Generation with Hierarchical Knowledge
Haoyu Huang, Yongfeng Huang, Junjie Yang, Zhenyu Pan +4
2025-09-29