Recommendation as Language Processing (RLP): A Unified Pretrain, Personalized Prompt & Predict Paradigm (P5)

24 March 2022

Papers citing "Recommendation as Language Processing (RLP): A Unified Pretrain, Personalized Prompt & Predict Paradigm (P5)"

28 / 78 papers shown

Title
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 385 1,379 0 17 Jan 2021
Prefix-Tuning: Optimizing Continuous Prompts for Generation Xiang Lisa Li Percy Liang 244 4,261 0 01 Jan 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 391 1,967 0 31 Dec 2020
Learning from Task Descriptions Orion Weller Nicholas Lourie Matt Gardner Matthew E. Peters 95 90 0 16 Nov 2020
The Turking Test: Can Language Models Understand Instructions? Avia Efrat Omer Levy ELM LRM 112 96 0 22 Oct 2020
S^3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization Kun Zhou Haibo Wang Wayne Xin Zhao Yutao Zhu Sirui Wang Fuzheng Zhang Zhongyuan Wang Ji-Rong Wen 109 819 0 18 Aug 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 795 42,055 0 28 May 2020
Neural Collaborative Filtering vs. Matrix Factorization Revisited Steffen Rendle Walid Krichene Li Zhang John R. Anderson 45 421 0 19 May 2020
A Survey on Conversational Recommender Systems Dietmar Jannach A. Manzoor Wanling Cai Li Chen 48 417 0 01 Apr 2020
How Can We Know What Language Models Know? Zhengbao Jiang Frank F. Xu Jun Araki Graham Neubig KELM 132 1,405 0 28 Nov 2019
A Troubling Analysis of Reproducibility and Progress in Recommender Systems Research Maurizio Ferrari Dacrema Simone Boglio Paolo Cremonesi Dietmar Jannach 44 198 0 18 Nov 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 439 20,181 0 23 Oct 2019
MeLU: Meta-Learned User Preference Estimator for Cold-Start Recommendation Hoyeop Lee Jinbae Im Seongwon Jang Hyunsouk Cho Sehee Chung 42 364 0 31 Jul 2019
Are We Really Making Much Progress? A Worrying Analysis of Recent Neural Recommendation Approaches Maurizio Ferrari Dacrema Paolo Cremonesi Dietmar Jannach 50 586 0 16 Jul 2019
From Zero-Shot Learning to Cold-Start Recommendation Jingjing Li Mengmeng Jing Ke Lu Lei Zhu Yang Yang Zi Huang 37 149 0 20 Jun 2019
Reinforcement Knowledge Graph Reasoning for Explainable Recommendation Yikun Xian Zuohui Fu S. Muthukrishnan Gerard de Melo Yongfeng Zhang 74 465 0 12 Jun 2019
BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer Fei Sun Jun Liu Jian Wu Changhua Pei Xiao Lin Wenwu Ou Peng Jiang BDL HAI 181 2,171 0 14 Apr 2019
Personalized Top-N Sequential Recommendation via Convolutional Sequence Embedding Jiaxi Tang Ke Wang BDL 75 1,708 0 19 Sep 2018
Self-Attentive Sequential Recommendation Wang-Cheng Kang Julian McAuley HAI BDL 163 2,437 0 20 Aug 2018
Explainable Recommendation: A Survey and New Perspectives Yongfeng Zhang Xu Chen XAI LRM 79 876 0 30 Apr 2018
Neural Rating Regression with Abstractive Tips Generation for Recommendation Piji Li Zihao Wang Zhaochun Ren Lidong Bing Wai Lam 66 297 0 01 Aug 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 701 131,652 0 12 Jun 2017
DeepFM: A Factorization-Machine based Neural Network for CTR Prediction Huifeng Guo Ruiming Tang Yunming Ye Zhenguo Li Xiuqiang He 120 2,647 0 13 Mar 2017
Joint Deep Modeling of Users and Items Using Reviews for Recommendation Lei Zheng Vahid Noroozi Philip S. Yu HAI 153 1,001 0 17 Jan 2017
Wide & Deep Learning for Recommender Systems Heng-Tze Cheng L. Koc Jeremiah Harmsen T. Shaked Tushar Chandra ... Zakaria Haque Lichan Hong Vihan Jain Xiaobing Liu Hemal Shah HAI VLM 179 3,659 0 24 Jun 2016
Neural Machine Translation of Rare Words with Subword Units Rico Sennrich Barry Haddow Alexandra Birch 221 7,745 0 31 Aug 2015
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 1.0K 23,354 0 03 Jun 2014
BPR: Bayesian Personalized Ranking from Implicit Feedback Steffen Rendle Christoph Freudenthaler Zeno Gantner Lars Schmidt-Thieme BDL 152 5,727 0 09 May 2012