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) · 680 citations
  2. 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 · 292 citations
  3. 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 · 162 citations
  4. 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 · 186 citations
  5. Integrating Retrieval-Augmented Generation with Large Language Models in Nephrology: Advancing Practical Applications
    Jing Miao, Charat Thongprayoon, Supawadee Suppadungsuk et al. — 2024 · Medicina · 155 citations
  6. Corrective Retrieval Augmented Generation
    Shi-Qi Yan, Jia-Chen Gu, Yun Zhu et al. — 2025 · SSRN Electronic Journal · 83 citations
  7. Interactive AI With Retrieval-Augmented Generation for Next Generation Networking
    Ruichen Zhang, Hongyang Du, Yinqiu Liu et al. — 2024 · IEEE Network · 99 citations
  8. Retrieval-augmented generation for generative artificial intelligence in health care
    Rui Yang, Yilin Ning, Emilia Keppo et al. — 2025 · npj Health Systems · 93 citations
  9. Retrieval-Augmented Generation for AI-Generated Content: A Survey
    Penghao Zhao, Hailin Zhang, Qinhan Yu et al. — 2024 · arXiv (Cornell University) · 82 citations
  10. Retrieval-augmented generation for educational application: A systematic survey
    Zongxi Li, Zijian Wang, Weiming Wang et al. — 2025 · Computers and Education Artificial Intelligence · 87 citations
  11. Retrieval-Augmented Generation (RAG) Chatbots for Education: A Survey of Applications
    Jakub Swacha, Michał Gracel — 2025 · Applied Sciences · 89 citations
  12. Development of a liver disease–specific large language model chat interface using retrieval-augmented generation
    Jin Ge, Steve Sun, Joseph F. Owens et al. — 2024 · Hepatology · 133 citations