UniTRec: A Unified Text-to-Text Transformer and Joint Contrastive
Learning Framework for Text-based Recommendation

UniTRec: A Unified Text-to-Text Transformer and Joint Contrastive Learning Framework for Text-based Recommendation

25 May 2023

Papers citing "UniTRec: A Unified Text-to-Text Transformer and Joint Contrastive Learning Framework for Text-based Recommendation"

16 / 16 papers shown

Title
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis Lanling Xu Junjie Zhang Bingqian Li Jinpeng Wang Sheng Chen Wayne Xin Zhao Zhicheng Dou 85 18 0 17 Jan 2025
Enhancing ID-based Recommendation with Large Language Models Lei Chen Chen Gao Xiaoyi Du Hengliang Luo Depeng Jin Yong Li Ming Wang 40 1 0 04 Nov 2024
Efficient Pointwise-Pairwise Learning-to-Rank for News Recommendation Nithish Kannen Yao Ma Gerrit J. J. van den Burg Jean Baptiste Faddoul 29 1 0 26 Sep 2024
Large Language Model Driven Recommendation Anton Korikov Scott Sanner Yashar Deldjoo Zhankui He Julian McAuley ... René Vidal Mahesh Sathiamoorthy Atoosa Kasrizadeh Silvia Milano Francesco Ricci 53 0 0 20 Aug 2024
Lifelong Personalized Low-Rank Adaptation of Large Language Models for Recommendation Jiachen Zhu Jianghao Lin Xinyi Dai Bo Chen Rong Shan Jieming Zhu Ruiming Tang Yong Yu Weinan Zhang OffRL 51 3 0 07 Aug 2024
Large Language Models Make Sample-Efficient Recommender Systems Jianghao Lin Xinyi Dai Rong Shan Bo Chen Ruiming Tang Yong Yu Weinan Zhang 45 5 0 04 Jun 2024
EmbSum: Leveraging the Summarization Capabilities of Large Language Models for Content-Based Recommendations Chiyu Zhang Yifei Sun Minghao Wu Jun Chen Jie Lei ... Angli Liu Ji Zhu Sem Park Ning Yao Bo Long OffRL 28 4 0 19 May 2024
A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys) Yashar Deldjoo Zhankui He Julian McAuley Anton Korikov Scott Sanner Arnau Ramisa René Vidal M. Sathiamoorthy Atoosa Kasirzadeh Silvia Milano VLM 38 41 0 31 Mar 2024
SPAR: Personalized Content-Based Recommendation via Long Engagement Attention Chiyu Zhang Yifei Sun Jun Chen Jie Lei Muhammad Abdul-Mageed Sinong Wang Rong Jin Sem Park Ning Yao Bo Long RALM VLM 30 3 0 16 Feb 2024
Preference-Conditioned Language-Guided Abstraction Andi Peng Andreea Bobu Belinda Z. Li T. Sumers Ilia Sucholutsky Nishanth Kumar Thomas Griffiths Julie A. Shah 37 12 0 05 Feb 2024
Improving Sequential Recommendations with LLMs Artun Boz Wouter Zorgdrager Zoe Kotti Jesse Harte Panos Louridas Dietmar Jannach Vassilios Karakoidas Marios Fragkoulis KELM LRM 75 4 0 02 Feb 2024
ClickPrompt: CTR Models are Strong Prompt Generators for Adapting Language Models to CTR Prediction Jianghao Lin Bo Chen Hangyu Wang Yunjia Xi Yanru Qu Xinyi Dai Kangning Zhang Ruiming Tang Yong Yu Weinan Zhang 60 32 0 13 Oct 2023
ReLLa: Retrieval-enhanced Large Language Models for Lifelong Sequential Behavior Comprehension in Recommendation Jianghao Lin Rongjie Shan Chenxu Zhu Kounianhua Du Bo Chen Shigang Quan Ruiming Tang Yong Yu Weinan Zhang LRM 48 83 0 22 Aug 2023
Recommender Systems in the Era of Large Language Models (LLMs) Zihuai Zhao Wenqi Fan Jiatong Li Yunqing Liu Xiaowei Mei ... Zhen Wen Fei Wang Xiangyu Zhao Jiliang Tang Qing Li KELM 63 311 0 05 Jul 2023
How Can Recommender Systems Benefit from Large Language Models: A Survey Jianghao Lin Xinyi Dai Yunjia Xi Weiwen Liu Bo Chen ... Chenxu Zhu Huifeng Guo Yong Yu Ruiming Tang Weinan Zhang LRM 52 197 0 09 Jun 2023
A Survey on Large Language Models for Recommendation Likang Wu Zhilan Zheng Zhaopeng Qiu Hao Wang Hongchao Gu ... Chen Zhu Hengshu Zhu Qi Liu Hui Xiong Enhong Chen 53 359 0 31 May 2023