Retrieval Augmented Generation

Slides
Video Lecture

References

  1. Reading Wikipedia to Answer Open-Domain QuestionsDanqi Chen, Adam Fisch, Jason Weston, Antoine Bordes2017
  2. Retrieval-Augmented Generation for Knowledge-Intensive NLP TasksPatrick Lewis, Ethan Perez, Aleksandra Piktus, Fabio Petroni, Vladimir Karpukhin, Naman Goyal, etal.2020
  3. REALM: Retrieval-Augmented Language Model Pre-TrainingKelvin Guu, Kenton Lee, Zora Tung, Panupong Pasupat, Ming-Wei Chang2020
  4. Improving language models by retrieving from trillions of tokensSebastian Borgeaud, Arthur Mensch, Jordan Hoffmann, Trevor Cai, Eliza Rutherford, Katie Millican, etal.2021
  5. In-Context Retrieval-Augmented Language ModelsOri Ram, Yoav Levine, Itay Dalmedigos, Dor Muhlgay, Amnon Shashua, Kevin Leyton-Brown, Yoav Shoham2023