Zero-Shot Next-Item Recommendation using Large Pretrained Language Models

6 April 2023

Lei Wang

Papers citing "Zero-Shot Next-Item Recommendation using Large Pretrained Language Models"

31 / 31 papers shown

Title
Field Matters: A lightweight LLM-enhanced Method for CTR Prediction Yu Cui Feng Liu Jiawei Chen Xingyu Lou Changwang Zhang Jun Wang Yuegang Sun Xiaohu Yang Can Wang 17 0 0 20 May 2025
A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms Chengkai Huang Hongtao Huang Tong Yu Kaige Xie Junda Wu Shuai Zhang Julian McAuley Dietmar Jannach Lina Yao LRM AI4CE 34 0 0 23 Apr 2025
How Good Are Large Language Models for Course Recommendation in MOOCs? Boxuan Ma Md Akib Zabed Khan Tianyuan Yang Agoritsa Polyzou Shiníchi Konomi AI4Ed 59 0 0 11 Apr 2025
Enhancing User Intent for Recommendation Systems via Large Language Models Xiaochuan Xu Zeqiu Xu Peiyang Yu Jiani Wang 49 7 0 18 Jan 2025
Improving GenIR Systems Based on User Feedback Qingyao Ai Zhicheng Dou Min Zhang 236 0 0 06 Jan 2025
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
CherryRec: Enhancing News Recommendation Quality via LLM-driven Framework Shaohuang Wang Lun Wang Yunhan Bu Tianwei Huang 40 2 0 18 Jun 2024
Large Language Models Make Sample-Efficient Recommender Systems Jianghao Lin Xinyi Dai Rong Shan Bo Chen Ruiming Tang Yong Yu Weinan Zhang 47 5 0 04 Jun 2024
From Persona to Personalization: A Survey on Role-Playing Language Agents Jiangjie Chen Xintao Wang Rui Xu Siyu Yuan Yikai Zhang ... Caiyu Hu Siye Wu Scott Ren Ziquan Fu Yanghua Xiao 64 79 0 28 Apr 2024
RecGPT: Generative Personalized Prompts for Sequential Recommendation via ChatGPT Training Paradigm Yabin Zhang Wenhui Yu Erhan Zhang Xu Chen Lantao Hu Peng Jiang Kun Gai LRM 47 8 0 06 Apr 2024
Where to Move Next: Zero-shot Generalization of LLMs for Next POI Recommendation Shanshan Feng Haoming Lyu Caishun Chen Yew-Soon Ong LRM 43 10 0 02 Apr 2024
ChatDiet: Empowering Personalized Nutrition-Oriented Food Recommender Chatbots through an LLM-Augmented Framework Zhongqi Yang Elahe Khatibi N. Nagesh Mahyar Abbasian Iman Azimi Ramesh C. Jain Amir M. Rahmani 48 34 0 18 Feb 2024
DRDT: Dynamic Reflection with Divergent Thinking for LLM-based Sequential Recommendation Yu Wang Zhiwei Liu Jianguo Zhang Weiran Yao Shelby Heinecke Philip S. Yu AI4TS LRM 36 34 0 18 Dec 2023
User Modeling in the Era of Large Language Models: Current Research and Future Directions Zhaoxuan Tan Meng Jiang 35 8 0 11 Dec 2023
AgentCF: Collaborative Learning with Autonomous Language Agents for Recommender Systems Junjie Zhang Yupeng Hou Ruobing Xie Wenqi Sun Julian McAuley Wayne Xin Zhao Leyu Lin Ji-Rong Wen LLMAG 22 69 0 13 Oct 2023
Evaluating ChatGPT as a Recommender System: A Rigorous Approach Dario Di Palma Giovanni Maria Biancofiore Vito Walter Anelli Fedelucio Narducci Tommaso Di Noia E. Sciascio ALM 51 27 0 07 Sep 2023
Large Language Models for Generative Recommendation: A Survey and Visionary Discussions Lei Li Yongfeng Zhang Dugang Liu L. Chen 3DV LRM 36 71 0 03 Sep 2023
Zero-Shot Recommendations with Pre-Trained Large Language Models for Multimodal Nudging Rachel M. Harrison Anton Dereventsov A. Bibin 20 9 0 02 Sep 2023
Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations Xu Huang Jianxun Lian Yuxuan Lei Jing Yao Defu Lian Xing Xie LLMAG 26 88 0 31 Aug 2023
RecMind: Large Language Model Powered Agent For Recommendation Yancheng Wang Ziyan Jiang Zheng Chen Fan Yang Yingxue Zhou Eunah Cho Xing Fan Xiaojiang Huang Yanbin Lu Yingzhen Yang LLMAG LM&Ro LRM 44 86 0 28 Aug 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 51 83 0 22 Aug 2023
RAH! RecSys-Assistant-Human: A Human-Centered Recommendation Framework with LLM Agents Yubo Shu Haonan Zhang Hansu Gu Peng Zhang Tun Lu Dongsheng Li Ning Gu 27 14 0 19 Aug 2023
A Large Language Model Enhanced Conversational Recommender System Yue Feng Shuchang Liu Zhenghai Xue Qingpeng Cai Lantao Hu Peng Jiang Kun Gai Fei Sun LRM 21 40 0 11 Aug 2023
When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities Jin Chen Zheng Liu Xunpeng Huang Chenwang Wu Qi Liu ... Yuxuan Lei Xiaolong Chen Xingmei Wang Defu Lian Enhong Chen ALM 35 112 0 31 Jul 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 58 359 0 31 May 2023
Large Language Models are Zero-Shot Rankers for Recommender Systems Yupeng Hou Junjie Zhang Zihan Lin Hongyu Lu Ruobing Xie Julian McAuley Wayne Xin Zhao LRM ALM 33 301 0 15 May 2023
ONCE: Boosting Content-based Recommendation with Both Open- and Closed-source Large Language Models Qijiong Liu Nuo Chen Tetsuya Sakai Xiao-Ming Wu 41 51 0 11 May 2023
Do LLMs Understand User Preferences? Evaluating LLMs On User Rating Prediction Wang-Cheng Kang Jianmo Ni Nikhil Mehta M. Sathiamoorthy Lichan Hong Ed H. Chi D. Cheng 26 116 0 10 May 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 345 4,077 0 24 May 2022