Retrieval augmented generation — citation graph of key research

Explore the most influential research on retrieval augmented generation as an interactive citation graph on Constellation. The papers below are connected by direct citations and shared references — open any one to center the graph on it and discover related work.

Top papers on retrieval augmented generation

  1. Retrieval-Augmented Generation for Large Language Models: A Survey
    Yunfan Gao, Yun Xiong, Xinyu Gao et al. — 2023 · arXiv (Cornell University) · 644 citations
  2. Benchmarking Large Language Models in Retrieval-Augmented Generation
    Jiawei Chen, Hongyu Lin, Xianpei Han et al. — 2024 · Proceedings of the AAAI Conference on Artificial Intelligence · 312 citations
  3. Active Retrieval Augmented Generation
    Zhengbao Jiang, Frank F. Xu, Luyu Gao et al. — 2023 · 319 citations
  4. Benchmarking Retrieval-Augmented Generation for Medicine
    Guangzhi Xiong, Qiao Jin, Zhiyong Lu et al. — 2024 · 199 citations
  5. RAGAs: Automated Evaluation of Retrieval Augmented Generation
    Shahul Es, Jithin James, Luis Espinosa-Anke et al. — 2024 · 250 citations
  6. Improving the Domain Adaptation of Retrieval Augmented Generation (RAG) Models for Open Domain Question Answering
    Shamane Siriwardhana, Rivindu Weerasekera, Elliott Wen et al. — 2023 · Transactions of the Association for Computational Linguistics · 274 citations
  7. Evaluating Retrieval Quality in Retrieval-Augmented Generation
    Alireza Salemi, Hamed Zamani — 2024 · 118 citations
  8. Evaluation of Retrieval-Augmented Generation: A Survey
    Hao Yu, Aoran Gan, Kai Zhang et al. — 2025 · Communications in computer and information science · 100 citations
  9. Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering
    Zhentao Xu, Missy Meine C. Dela Cruz, Matthew Guevara et al. — 2024 · 125 citations
  10. Optimization of hepatological clinical guidelines interpretation by large language models: a retrieval augmented generation-based framework
    Simone Kresevic, Mauro Giuffrè, Miloš Ajčević et al. — 2024 · npj Digital Medicine · 177 citations
  11. Integrating Retrieval-Augmented Generation with Large Language Models in Nephrology: Advancing Practical Applications
    Jing Miao, Charat Thongprayoon, Supawadee Suppadungsuk et al. — 2024 · Medicina · 142 citations
  12. Retrieval augmented generation for large language models in healthcare: A systematic review
    Lameck Mbangula Amugongo, Pietro Mascheroni, Steven E. Brooks et al. — 2025 · PLOS Digital Health · 119 citations