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Despite the dramatic progress in Large Language Model (LLM) development, LLMs often provide seemingly plausible but not factual information, often referred to as hallucinations.
S2ORC: The semantic scholar open research corpus
Lo, Kyle, Wang, Lucy Lu, Neumann, Mark, Kinney, Rodney, & Weld, Dan S. 2019 · 1911
Earlier work this paper cites.
Dense passage retrieval for open-domain question answering
Karpukhin, Vladimir, Oğuz, Barlas, Min, Sewon, Lewis, Patrick, Wu, Ledell, Edunov, Sergey, Chen, Danqi, & Yih, Wen-tau. 2020 · 2004
Earlier work this paper cites.
Leveraging passage retrieval with generative models for open domain question answering
Izacard, Gautier, & Grave, Edouard. 2020 · 2007
Earlier work this paper cites.
The pile: An 800gb dataset of diverse text for language modeling
Gao, Leo, Biderman, Stella, Black, Sid, Golding, Laurence, Hoppe, Travis, Foster, Charles, Phang, Jason, He, Horace, Thite, Anish, Nabeshima, Noa, et al · 2020
Earlier work this paper cites.
Retrieval augmented language model pre-training
Guu, Kelvin, Lee, Kenton, Tung, Zora, Pasupat, Panupong, & Chang, Mingwei. 2020 · 2020
Earlier work this paper cites.
Retrieval-augmented generation for knowledge-intensive nlp tasks
Lewis, Patrick, Perez, Ethan, Piktus, Aleksandra, Petroni, Fabio, Karpukhin, Vladimir, Goyal, Naman, Küttler, Heinrich, Lewis, Mike, Yih, Wen-tau, Rocktäschel, Tim, et al · 2020
Cited alongside, same era.
Exploring the limits of transfer learning with a unified text-to-text transformer
Raffel, Colin, Shazeer, Noam, Roberts, Adam, Lee, Katherine, Narang, Sharan, Matena, Michael, Zhou, Yanqi, Li, Wei, & Liu, Peter J. 2020 · 2020
Cited alongside, same era.
Unsupervised dense information retrieval with contrastive learning
Izacard, Gautier, Caron, Mathilde, Hosseini, Lucas, Riedel, Sebastian, Bojanowski, Piotr, Joulin, Armand, & Grave, Edouard. 2021 · 2021
Cited alongside, same era.
Improving language models by retrieving from trillions of tokens
Borgeaud, Sebastian, Mensch, Arthur, Hoffmann, Jordan, Cai, Trevor, Rutherford, Eliza, Millican, Katie, Van Den Driessche, George Bm, Lespiau, Jean-Baptiste, Damoc, Bogdan, Clark, Aidan, et al · 2022
Cited alongside, same era.
SciRepEval: A Multi-Format Benchmark for Scientific Document Representations
Singh, Amanpreet, D’Arcy, Mike, Cohan, Arman, Downey, Doug, & Feldman, Sergey. 2022 · 2022
Later among the works it cites.
Active retrieval augmented generation
Jiang, Zhengbao, Xu, Frank F, Gao, Luyu, Sun, Zhiqing, Liu, Qian, Dwivedi-Yu, Jane, Yang, Yiming, Callan, Jamie, & Neubig, Graham. 2023 · 2023
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When not to trust language models: Investigating effectiveness of parametric and non-parametric memories
Mallen, Alex, Asai, Akari, Zhong, Victor, Das, Rajarshi, Khashabi, Daniel, & Hajishirzi, Hannaneh. 2023 · 2023
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Augmented language models: a survey
Mialon, Grégoire, Dessì, Roberto, Lomeli, Maria, Nalmpantis, Christoforos, Pasunuru, Ram, Raileanu, Roberta, Rozière, Baptiste, Schick, Timo, Dwivedi-Yu, Jane, Celikyilmaz, Asli, et al · 2023
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Izacard, Gautier, Lewis, Patrick, Lomeli, Maria, Hosseini, Lucas, Petroni, Fabio, Schick, Timo, Dwivedi-Yu, Jane, Joulin, Armand, Riedel, Sebastian, & Grave, Edouard. 2022 · 2022
Cited alongside, same era.