[Ma et al., 2023a] Xinbei Ma, Yeyun Gong, Pengcheng
He, Hai Zhao, and Nan Duan. Query rewriting for
retrieval-augmented large language models. arXiv preprint
arXiv:2305.14283, 2023.

[Ma et al., 2023b] Yubo Ma, Yixin Cao, YongChing Hong,
and Aixin Sun. Large language model is not a good few-
shot information extractor, but a good reranker for hard
samples! ArXiv, abs/2303.08559, 2023.

[Modarressi et al., 2023] Ali Modarressi, Ayyoob Imani,
Mohsen Fayyaz, and Hinrich Sch¨utze. Ret-llm: Towards
a general read-write memory for large language models.
arXiv preprint arXiv:2305.14322, 2023.
[Nakano et al., 2021] Reiichiro Nakano,

Jacob Hilton,
Suchir Balaji, Jeff Wu, Long Ouyang, Christina Kim,
Christopher Hesse, Shantanu Jain, Vineet Kosaraju,
William Saunders, et al. Webgpt: Browser-assisted
question-answering with human feedback. arXiv preprint
arXiv:2112.09332, 2021.
Retrieval-AugmentedGenerationforLargeLanguageModels-ASurvey