Do LLMs Understand User Preferences? Evaluating LLMs On User Rating Prediction

10 May 2023

Papers citing "Do LLMs Understand User Preferences? Evaluating LLMs On User Rating Prediction"

28 / 28 papers shown

Title
Spotlight Your Instructions: Instruction-following with Dynamic Attention Steering Praveen Venkateswaran Danish Contractor LLMSV LRM 35 0 0 17 May 2025
Prompt-Based LLMs for Position Bias-Aware Reranking in Personalized Recommendations Md Aminul Islam Ahmed Sayeed Faruk 51 0 0 08 May 2025
Generative Product Recommendations for Implicit Superlative Queries Kaustubh D. Dhole Nikhita Vedula Saar Kuzi Giuseppe Castellucci Eugene Agichtein S. Malmasi 52 0 0 26 Apr 2025
A Survey on Personalized Alignment -- The Missing Piece for Large Language Models in Real-World Applications Jian Guan Junfei Wu Jundong Li Chuanqi Cheng Wei Wu LM&MA 91 0 0 21 Mar 2025
Personalize Your LLM: Fake it then Align it Yijing Zhang Dyah Adila Changho Shin Frederic Sala 91 0 0 02 Mar 2025
Pastiche Novel Generation Creating: Fan Fiction You Love in Your Favorite Author's Style Xueran Han Yuhan Liu Mingzhe Li Wen Liu Sen Hu Rui Yan Zhiqiang Xu Preslav Nakov 71 0 0 24 Feb 2025
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
End-to-end Training for Recommendation with Language-based User Profiles Zhaolin Gao Joyce Zhou Yijia Dai Thorsten Joachims AI4Ed 67 2 0 24 Oct 2024
TravelAgent: An AI Assistant for Personalized Travel Planning Aili Chen Xuyang Ge Ziquan Fu Yanghua Xiao Jiangjie Chen LLMAG 48 8 0 12 Sep 2024
Reindex-Then-Adapt: Improving Large Language Models for Conversational Recommendation Zhankui He Zhouhang Xie Harald Steck Dawen Liang Rahul Jha Nathan Kallus Julian McAuley 34 6 0 20 May 2024
Evaluating Large Language Models as Generative User Simulators for Conversational Recommendation Se-eun Yoon Zhankui He J. Echterhoff Julian McAuley ELM LLMAG 34 19 0 13 Mar 2024
CoRAL: Collaborative Retrieval-Augmented Large Language Models Improve Long-tail Recommendation Junda Wu Cheng-Chun Chang Tong Yu Zhankui He Jianing Wang Yupeng Hou Julian McAuley LRM RALM 39 20 0 11 Mar 2024
Can Small Language Models be Good Reasoners for Sequential Recommendation? Yuling Wang Changxin Tian Binbin Hu Yanhua Yu Ziqi Liu Qing Cui Jun Zhou Liang Pang Xiao Wang LRM 48 26 0 07 Mar 2024
User-LLM: Efficient LLM Contextualization with User Embeddings Lin Ning Luyang Liu Jiaxing Wu Neo Wu D. Berlowitz Sushant Prakash Bradley Green S. O’Banion Jun Xie 57 34 0 21 Feb 2024
Exploring the Impact of Large Language Models on Recommender Systems: An Extensive Review A. Vats Vinija Jain Rahul Raja Aman Chadha LRM 28 13 0 11 Feb 2024
LEVI: Generalizable Fine-tuning via Layer-wise Ensemble of Different Views Yuji Roh Qingyun Liu Huan Gui Zhe Yuan Yujin Tang ... Liang Liu Shuchao Bi Lichan Hong Ed H. Chi Zhe Zhao 48 1 0 07 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 72 4 0 02 Feb 2024
Leveraging Large Language Models for Collective Decision-Making Marios Papachristou Longqi Yang Chin-Chia Hsu LLMAG 39 2 0 03 Nov 2023
LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking Zhenrui Yue Sara Rabhi Gabriel de Souza P. Moreira Dong Wang Even Oldridge LRM 46 36 0 25 Oct 2023
Learning Personalized Alignment for Evaluating Open-ended Text Generation Danqing Wang Kevin Kaichuang Yang Hanlin Zhu Xiaomeng Yang Andrew Cohen Lei Li Yuandong Tian ALM LM&MA 23 8 0 05 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 48 27 0 07 Sep 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 41 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 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
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
Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System Yunfan Gao Tao Sheng Youlin Xiang Yun Xiong Haofen Wang Jiawei Zhang RALM KELM 132 266 0 25 Mar 2023
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 349 3,314 0 21 Mar 2022
Text Summarization with Pretrained Encoders Yang Liu Mirella Lapata MILM 258 1,435 0 22 Aug 2019