FiD-Light: Efficient and Effective Retrieval-Augmented Text Generation

Author:

Hofstätter Sebastian1ORCID,Chen Jiecao2ORCID,Raman Karthik3ORCID,Zamani Hamed4ORCID

Affiliation:

1. Cohere, Vienna, Austria

2. Bytedance Inc., Culver City, CA, USA

3. Google Research, Mountain View, CA, USA

4. University of Massachusetts Amherst, Amherst, MA, USA

Publisher

ACM

Reference54 articles.

1. Akari Asai , Matt Gardner , and Hannaneh Hajishirzi . Evidentiality-guided generation for knowledge-intensive nlp tasks. arXiv preprint arXiv:2112.08688 , 2021 . Akari Asai, Matt Gardner, and Hannaneh Hajishirzi. Evidentiality-guided generation for knowledge-intensive nlp tasks. arXiv preprint arXiv:2112.08688, 2021.

2. Payal Bajaj , Daniel Campos , Nick Craswell , Li Deng , Jianfeng Gao , Xiaodong Liu , Rangan Majumder , Andrew McNamara , Bhaskar Mitra , Tri Nguyen , Ms marco: A human generated machine reading comprehension dataset. arXiv preprint arXiv:1611.09268 , 2016 . Payal Bajaj, Daniel Campos, Nick Craswell, Li Deng, Jianfeng Gao, Xiaodong Liu, Rangan Majumder, Andrew McNamara, Bhaskar Mitra, Tri Nguyen, et al. Ms marco: A human generated machine reading comprehension dataset. arXiv preprint arXiv:1611.09268, 2016.

3. On the Dangers of Stochastic Parrots

4. Michele Bevilacqua , Giuseppe Ottaviano , Patrick Lewis , Wen-tau Yih, Sebastian Riedel , and Fabio Petroni . Autoregressive search engines: Generating substrings as document identifiers. arXiv preprint arXiv:2204.10628 , 2022 . Michele Bevilacqua, Giuseppe Ottaviano, Patrick Lewis, Wen-tau Yih, Sebastian Riedel, and Fabio Petroni. Autoregressive search engines: Generating substrings as document identifiers. arXiv preprint arXiv:2204.10628, 2022.

5. Sebastian Borgeaud Arthur Mensch Jordan Hoffmann Trevor Cai Eliza Rutherford Katie Millican George van den Driessche Jean-Baptiste Lespiau Bogdan Damoc Aidan Clark Diego de Las Casas Aurelia Guy Jacob Menick Roman Ring Tom Hennigan Saffron Huang Loren Maggiore Chris Jones Albin Cassirer Andy Brock Michela Paganini Geoffrey Irving Oriol Vinyals Simon Osindero Karen Simonyan Jack W. Rae Erich Elsen and Laurent Sifre. Improving language models by retrieving from trillions of tokens. arXiv preprint arXiv:2112.04426 2021. Sebastian Borgeaud Arthur Mensch Jordan Hoffmann Trevor Cai Eliza Rutherford Katie Millican George van den Driessche Jean-Baptiste Lespiau Bogdan Damoc Aidan Clark Diego de Las Casas Aurelia Guy Jacob Menick Roman Ring Tom Hennigan Saffron Huang Loren Maggiore Chris Jones Albin Cassirer Andy Brock Michela Paganini Geoffrey Irving Oriol Vinyals Simon Osindero Karen Simonyan Jack W. Rae Erich Elsen and Laurent Sifre. Improving language models by retrieving from trillions of tokens. arXiv preprint arXiv:2112.04426 2021.

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