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Retrieval-Augmented Generation (RAG) is essential for integrating external knowledge into Large Language Model (LLM) outputs.
Bert: Pre-training of deep bidirectional transformers for language understanding, 2019
J. Devlin, M.-W. Chang, K. Lee, and K. Toutanova · 2019
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Roberta: A robustly optimized bert pretraining approach, 2019
Y. Liu, M. Ott, N. Goyal, J. Du, M. Joshi, D. Chen, O. Levy, M. Lewis, L. Zettlemoyer, and V. Stoyanov · 2019
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Precise zero-shot dense retrieval without relevance labels, 2022
L. Gao, X. Ma, J. Lin, and J. Callan · 2022
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Step back prompting: Enhancing llms with historical context retrieval
Z. Dai, J. Callan, K.-W. Chang, D. Chen, K. Guu, X. Han, K. Hashimoto, H. He, M. Joshi, D. Jurafsky, J. Karishnamurthy, D. Khashabi, D. Kiela, A. Kumar, Z. Lan, M. Lewis, X. Ma, S. Min, A. Neelakantan, A. Y. Ng, P. Pasupat, P. Qi, C. Raffel, S. Roller, K. Shih, and L. Zettlemoyer · 2023
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Active retrieval augmented generation, 2023
Z. Jiang, F. F. Xu, L. Gao, Z. Sun, Q. Liu, J. Dwivedi-Yu, Y. Yang, J. Callan, and G. Neubig · 2023
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Hybrid search: Optimizing rag implementation
Akash · 2024
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Using a knowledge graph to implement a rag application
T. Bratanic · 2024
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The use of mmr, diversity-based reranking for reordering documents and producing summaries
J. Carbonell and J. Goldstein · 2024
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Retrieval-augmented generation for large language models: A survey, 2024
Y. Gao, Y. Xiong, X. Gao, K. Jia, J. Pan, Y. Bi, Y. Dai, J. Sun, Q. Guo, M. Wang, and H. Wang · 2024
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Ai arxiv dataset
James Calam · 2024
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Stanford cs25: V3 i retrieval augmented language models
D. Kiela · 2024
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Query transformations
Langchain · 2024
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A new document summary index for llm-powered qa systems
J. Liu · 2024
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Autorag: A framework for automated retrieval-augmented generation
Markr.AI · 2024
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Deep dive into advanced rag applications in llm-based systems
K. Phaneendra · 2024
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Rerankers
Pinecone · 2024
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Aragog - advanced retrieval augmented generation output grading
Predlico · 2024
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About rag metrics: Tonic validate rag metrics summary
Tonic AI · 2024
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Advanced rag 01: Small to big retrieval
S. Yang · 2024
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J. Liu · 2024
Cited alongside, same era.