@misc{dl3-a04-1, title = {REALM: Retrieval-Augmented Language Model Pre-Training}, author = {Kelvin Guu and Kenton Lee and Zora Tung and Panupong Pasupat and Ming-Wei Chang}, year = {2020}, url = {https://arxiv.org/abs/2002.08909}, howpublished = {arXiv primary author manuscript}, archivePrefix = {arXiv}, eprint = {2002.08909}, note = {Cited author-manuscript edition; peer review is not inferred from arXiv} } @misc{dl3-a04-2, title = {Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks}, author = {Patrick Lewis and Ethan Perez and Aleksandra Piktus and Fabio Petroni and Vladimir Karpukhin and Naman Goyal and Heinrich Küttler and Mike Lewis and Wen-tau Yih and Tim Rocktäschel and Sebastian Riedel and Douwe Kiela}, year = {2020}, url = {https://arxiv.org/abs/2005.11401}, howpublished = {arXiv primary author manuscript}, archivePrefix = {arXiv}, eprint = {2005.11401}, note = {Cited author-manuscript edition; peer review is not inferred from arXiv} } @misc{dl3-a04-3, title = {Dense Passage Retrieval for Open-Domain Question Answering}, author = {Vladimir Karpukhin and Barlas Oğuz and Sewon Min and Patrick Lewis and Ledell Wu and Sergey Edunov and Danqi Chen and Wen-tau Yih}, year = {2020}, url = {https://arxiv.org/abs/2004.04906}, howpublished = {arXiv primary author manuscript}, archivePrefix = {arXiv}, eprint = {2004.04906}, note = {Cited author-manuscript edition; peer review is not inferred from arXiv} } @misc{dl3-a04-4, title = {Improving language models by retrieving from trillions of tokens}, author = {Sebastian Borgeaud and Arthur Mensch and Jordan Hoffmann and Trevor Cai and Eliza Rutherford and Katie Millican and George van den Driessche and Jean-Baptiste Lespiau and Bogdan Damoc and Aidan Clark and Diego de Las Casas and Aurelia Guy and Jacob Menick and Roman Ring and Tom Hennigan and Saffron Huang and Loren Maggiore and Chris Jones and Albin Cassirer and Andy Brock and Michela Paganini and Geoffrey Irving and Oriol Vinyals and Simon Osindero and Karen Simonyan and Jack W. Rae and Erich Elsen and Laurent Sifre}, year = {2021}, url = {https://arxiv.org/abs/2112.04426}, howpublished = {arXiv primary author manuscript}, archivePrefix = {arXiv}, eprint = {2112.04426}, note = {Cited author-manuscript edition; peer review is not inferred from arXiv} } @misc{dl3-a04-5, title = {REPLUG: Retrieval-Augmented Black-Box Language Models}, author = {Weijia Shi and Sewon Min and Michihiro Yasunaga and Minjoon Seo and Rich James and Mike Lewis and Luke Zettlemoyer and Wen-tau Yih}, year = {2023}, url = {https://arxiv.org/abs/2301.12652}, howpublished = {arXiv primary author manuscript}, archivePrefix = {arXiv}, eprint = {2301.12652}, note = {Cited author-manuscript edition; peer review is not inferred from arXiv} } @misc{dl3-a04-6, title = {Atlas: Few-shot Learning with Retrieval Augmented Language Models}, author = {Gautier Izacard and Patrick Lewis and Maria Lomeli and Lucas Hosseini and Fabio Petroni and Timo Schick and Jane Dwivedi-Yu and Armand Joulin and Sebastian Riedel and Edouard Grave}, year = {2022}, url = {https://arxiv.org/abs/2208.03299}, howpublished = {arXiv primary author manuscript}, archivePrefix = {arXiv}, eprint = {2208.03299}, note = {Cited author-manuscript edition; peer review is not inferred from arXiv} }