Retrieval-augmented Recommender System: Enhancing Recommender Systems with Large Language Models

Author:

Di Palma Dario1ORCID

Affiliation:

1. Dipartimento di Ingegneria Elettrica e dell'Informazione, Politecnico di Bari, Italy

Publisher

ACM

Reference41 articles.

1. Vito Walter Anelli , Alejandro Bellogín , Antonio Ferrara , Daniele Malitesta , Felice Antonio Merra , Claudio Pomo , Francesco Maria Donini , and Tommaso Di Noia . 2021 . Elliot: A Comprehensive and Rigorous Framework for Reproducible Recommender Systems Evaluation. In SIGIR. ACM, 2405–2414. Vito Walter Anelli, Alejandro Bellogín, Antonio Ferrara, Daniele Malitesta, Felice Antonio Merra, Claudio Pomo, Francesco Maria Donini, and Tommaso Di Noia. 2021. Elliot: A Comprehensive and Rigorous Framework for Reproducible Recommender Systems Evaluation. In SIGIR. ACM, 2405–2414.

2. Rohan Anil Andrew M. Dai Orhan Firat Melvin Johnson Dmitry Lepikhin Alexandre Passos Siamak Shakeri Emanuel Taropa Paige Bailey Zhifeng Chen Eric Chu Jonathan H. Clark Laurent El Shafey Yanping Huang Kathy Meier-Hellstern Gaurav Mishra Erica Moreira Mark Omernick Kevin Robinson Sebastian Ruder Yi Tay Kefan Xiao Yuanzhong Xu Yujing Zhang Gustavo Hernández Ábrego Junwhan Ahn Jacob Austin Paul Barham Jan A. Botha James Bradbury Siddhartha Brahma Kevin Brooks Michele Catasta Yong Cheng Colin Cherry Christopher A. Choquette-Choo Aakanksha Chowdhery Clément Crepy Shachi Dave Mostafa Dehghani Sunipa Dev Jacob Devlin Mark Díaz Nan Du Ethan Dyer Vladimir Feinberg Fangxiaoyu Feng Vlad Fienber Markus Freitag Xavier Garcia Sebastian Gehrmann Lucas Gonzalez and et al.2023. PaLM 2 Technical Report. CoRR abs/2305.10403 (2023). Rohan Anil Andrew M. Dai Orhan Firat Melvin Johnson Dmitry Lepikhin Alexandre Passos Siamak Shakeri Emanuel Taropa Paige Bailey Zhifeng Chen Eric Chu Jonathan H. Clark Laurent El Shafey Yanping Huang Kathy Meier-Hellstern Gaurav Mishra Erica Moreira Mark Omernick Kevin Robinson Sebastian Ruder Yi Tay Kefan Xiao Yuanzhong Xu Yujing Zhang Gustavo Hernández Ábrego Junwhan Ahn Jacob Austin Paul Barham Jan A. Botha James Bradbury Siddhartha Brahma Kevin Brooks Michele Catasta Yong Cheng Colin Cherry Christopher A. Choquette-Choo Aakanksha Chowdhery Clément Crepy Shachi Dave Mostafa Dehghani Sunipa Dev Jacob Devlin Mark Díaz Nan Du Ethan Dyer Vladimir Feinberg Fangxiaoyu Feng Vlad Fienber Markus Freitag Xavier Garcia Sebastian Gehrmann Lucas Gonzalez and et al.2023. PaLM 2 Technical Report. CoRR abs/2305.10403 (2023).

3. Large language models and the perils of their hallucinations

4. Yejin Bang , Samuel Cahyawijaya , Nayeon Lee , Wenliang Dai , Dan Su , Bryan Wilie , Holy Lovenia , Ziwei Ji , Tiezheng Yu , Willy Chung , Quyet  V. Do , Yan Xu , and Pascale Fung . 2023. A Multitask , Multilingual , Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity. CoRR abs/2302.04023 ( 2023 ). Yejin Bang, Samuel Cahyawijaya, Nayeon Lee, Wenliang Dai, Dan Su, Bryan Wilie, Holy Lovenia, Ziwei Ji, Tiezheng Yu, Willy Chung, Quyet V. Do, Yan Xu, and Pascale Fung. 2023. A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity. CoRR abs/2302.04023 (2023).

5. John  S. Breese , David Heckerman , and Carl Myers Kadie . 2013. Empirical Analysis of Predictive Algorithms for Collaborative Filtering. CoRR abs/1301.7363 ( 2013 ). John S. Breese, David Heckerman, and Carl Myers Kadie. 2013. Empirical Analysis of Predictive Algorithms for Collaborative Filtering. CoRR abs/1301.7363 (2013).

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