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Personalized Prompt Learning for Explainable Recommendation

15 February 2022

Papers citing "Personalized Prompt Learning for Explainable Recommendation"

49 / 49 papers shown

Title
HADSF: Aspect Aware Semantic Control for Explainable Recommendation Zheng Nie Peijie Sun 93 0 0 30 Oct 2025
Generative Reasoning Recommendation via LLMs Minjie Hong Zetong Zhou Zirun Guo Ziang Zhang Ruofan Hu Weinan Gan Jieming Zhu Zhou Zhao LRM 68 0 0 23 Oct 2025
Reproducibility Study of "XRec: Large Language Models for Explainable Recommendation" Ranjan Mishra Julian I. Bibo Quinten van Engelen Henk Schaapman LRM 68 0 0 06 Oct 2025
ExplainRec: Towards Explainable Multi-Modal Zero-Shot Recommendation with Preference Attribution and Large Language Models Bo Ma LuYao Liu ZeHua Hu Simon Lau LRM 45 0 0 03 Oct 2025
ELIXIR: Efficient and LIghtweight model for eXplaIning Recommendations Ben Kabongo Vincent Guigue Pirmin Lemberger 77 0 0 27 Aug 2025
FIRE: Faithful Interpretable Recommendation Explanations S.M.F. Sani Asal Meskin Mohammad Amanlou Hamid R. Rabiee LRM 45 0 0 07 Aug 2025
Beyond One-Size-Fits-All: A Study of Neural and Behavioural Variability Across Different Recommendation CategoriesInternational Conference on the Theory of Information Retrieval (ICTIR), 2025 Georgios Koutroumpas Sebastian Idesis Mireia Masias Bruns Carlos Segura Joemon M. Jose Sergi Abadal Ioannis Arapakis 59 0 0 16 Jun 2025
Reason-to-Recommend: Using Interaction-of-Thought Reasoning to Enhance LLM Recommendation Keyu Zhao Fengli Xu Yong Li LRM 633 5 0 05 Jun 2025
Semantic-enhanced Co-attention Prompt Learning for Non-overlapping Cross-Domain Recommendation Lei Guo Chenlong Song Feng Guo Xiaohui Han Xiaojun Chang Lei Zhu 155 1 0 25 May 2025
Explainable Recommendation with Simulated Human Feedback Jiakai Tang Jingsen Zhang Zihang Tian Xueyang Feng Lei Wang Xu Chen OffRL 802 1 0 19 Apr 2025
POET: Supporting Prompting Creativity and Personalization with Automated Expansion of Text-to-Image GenerationACM Symposium on User Interface Software and Technology (UIST), 2025 Evans Xu Han Alice Qian Zhang Haiyi Zhu Haiyi Zhu Paul Pu Liang Jane Hsieh 311 1 0 18 Apr 2025
Enhancing LLM-based Recommendation through Semantic-Aligned Collaborative Knowledge Zihan Wang Jinghao Lin Xiaocui Yang Yongkang Liu Shi Feng Daling Wang Yanzhe Zhang 131 1 0 14 Apr 2025
UQABench: Evaluating User Embedding for Prompting LLMs in Personalized Question Answering Liu Liu Shilei Liu Yujin Yuan Yanzhe Zhang Bencheng Yan ... Di Wang Yuchi Xu Pengjie Wang Jian Xu Bo Zheng 237 2 0 26 Feb 2025
EAGER-LLM: Enhancing Large Language Models as Recommenders through Exogenous Behavior-Semantic IntegrationThe Web Conference (WWW), 2025 Minjie Hong Yan Xia Liang Luo Jieming Zhu Ye Wang ... Xiaoda Yang Quanyu Dai Zhenhua Dong Zhimeng Zhang Zhou Zhao 188 17 0 21 Feb 2025
G-Refer: Graph Retrieval-Augmented Large Language Model for Explainable RecommendationThe Web Conference (WWW), 2025 Yuhan Li Xinni Zhang Linhao Luo Heng Chang Yuxiang Ren Irwin King Jiajian Li 214 25 0 18 Feb 2025
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical AnalysisACM Transactions on Knowledge Discovery from Data (TKDD), 2024 Lanling Xu Junjie Zhang Bingqian Li Jinpeng Wang Sheng Chen Wayne Xin Zhao Ji-Rong Wen 370 24 0 17 Jan 2025
A Contrastive Pretrain Model with Prompt Tuning for Multi-center Medication Recommendation Qiang Liu Zhaopeng Qiu Xiangyu Zhao X. Wu Zijian Zhang Tong Xu Feng Tian 334 5 0 31 Dec 2024
Prompt Tuning for Item Cold-start RecommendationACM Conference on Recommender Systems (RecSys), 2024 Yuezihan Jiang Gaode Chen Wenhan Zhang Jiadong Wang Yinjie Jiang Qi Zhang Jingjian Lin Peng Jiang Kaigui Bian VLM 154 2 0 24 Dec 2024
Interpret the Internal States of Recommendation Model with Sparse Autoencoder Jiayin Wang Xiaoyu Zhang Weizhi Ma Zhiqiang Guo Min Zhang 193 3 0 09 Nov 2024
Enhancing ID-based Recommendation with Large Language Models Lei Chen Chen Gao Xiaoyi Du Hengliang Luo Depeng Jin Yong Li Ming Wang 201 11 0 04 Nov 2024
Disentangling Likes and Dislikes in Personalized Generative Explainable RecommendationThe Web Conference (WWW), 2024 Ryotaro Shimizu Takashi Wada Yu Wang Johannes Kruse Sean O'Brien ... Yuya Yoshikawa Yuki Saito Fugee Tsung M. Goto Julian McAuley 188 5 0 17 Oct 2024
GaVaMoE: Gaussian-Variational Gated Mixture of Experts for Explainable Recommendation Fei Tang Yongliang Shen Hang Zhang Zeqi Tan Wenqi Zhang Guiyang Hou Kaitao Song Weiming Lu Yueting Zhuang 204 0 0 15 Oct 2024
Graph and Sequential Neural Networks in Session-based Recommendation: A SurveyACM Computing Surveys (ACM CSUR), 2024 Zihao Li Chao Yang Yakun Chen Xianzhi Wang Hongxu Chen Guandong Xu Lina Yao Quan Z. Sheng GNN 162 20 0 27 Aug 2024
Denoising Pre-Training and Customized Prompt Learning for Efficient Multi-Behavior Sequential Recommendation Hao Wang Yongqiang Han Kefan Wang Kai Cheng Zhen Wang Wei Guo Yong Liu Defu Lian Enhong Chen 153 4 0 21 Aug 2024
Large Language Model Driven Recommendation Anton Korikov Scott Sanner Yashar Deldjoo Zhankui He Julian McAuley ... René Vidal M. Sathiamoorthy Atoosa Kasrizadeh Silvia Milano Francesco Ricci 256 0 0 20 Aug 2024
Prompt Tuning as User Inherent Profile Inference Machine Yusheng Lu Zhaocheng Du Xiangyang Li Pengyue Jia Yejing Wang ... Huifeng Guo Ruiming Tang Zhenhua Dong Yongrui Duan Xiangyu Zhao 131 1 0 13 Aug 2024
CherryRec: Enhancing News Recommendation Quality via LLM-driven Framework Shaohuang Wang Lun Wang Yunhan Bu Tianwei Huang 128 4 0 18 Jun 2024
Review-based Recommender Systems: A Survey of Approaches, Challenges and Future PerspectivesACM Computing Surveys (ACM CSUR), 2024 Emrul Hasan Mizanur Rahman Chen Ding Jimmy Xiangji Huang Shaina Raza 269 15 0 09 May 2024
A Map of Exploring Human Interaction patterns with LLM: Insights into Collaboration and Creativity Jiayang Li Jiale Li 251 15 0 06 Apr 2024
Exploring the Impact of Large Language Models on Recommender Systems: An Extensive Review A. Vats Vinija Jain Rahul Raja Vasu Sharma LRM 233 22 0 11 Feb 2024
PAP-REC: Personalized Automatic Prompt for Recommendation Language Model Zelong Li Jianchao Ji Yingqiang Ge Qingfeng Lan Zelong Li 161 6 0 01 Feb 2024
Enhancing Recommendation Diversity by Re-ranking with Large Language ModelsACM Transactions on Recommender Systems (TRS), 2024 Diego Carraro Derek Bridge LRM ALM 213 37 0 21 Jan 2024
The Problem of Coherence in Natural Language Explanations of Recommendations Jakub Raczynski Mateusz Lango Jerzy Stefanowski 219 9 0 18 Dec 2023
Embedding in Recommender Systems: A Survey Maolin Wang Xinjian Zhao Xinjian Zhao Jiansheng Li Shucheng Zhou ... Shucheng Zhou D. Yin Qing Li Ruocheng Guo Xiangyu Zhao AI4TS 242 28 0 28 Oct 2023
PerPLM: Personalized Fine-tuning of Pretrained Language Models via Writer-specific Intermediate Learning and Prompts Daisuke Oba Naoki Yoshinaga Masashi Toyoda 132 2 0 14 Sep 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 291 36 0 07 Sep 2023
System-Initiated Transitions from Chit-Chat to Task-Oriented Dialogues with Transition Info Extractor and Transition Sentence GeneratorInternational Conference on Natural Language Generation (INLG), 2023 Ye Liu Stefan Ultes Wolfgang Minker Wolfgang Maier 171 5 0 06 Aug 2023
When Large Language Models Meet Personalization: Perspectives of Challenges and OpportunitiesWorld wide web (Bussum) (WWWB), 2023 Jin Chen Zheng Liu Xunpeng Huang Chenwang Wu Qi Liu ... Yuxuan Lei Xiaolong Chen Xingmei Wang Defu Lian Enhong Chen ALM 218 227 0 31 Jul 2023
Comparing Apples to Apples: Generating Aspect-Aware Comparative Sentences from User Reviews J. Echterhoff An Yan Julian McAuley 200 2 0 05 Jul 2023
Recommender Systems in the Era of Large Language Models (LLMs)IEEE Transactions on Knowledge and Data Engineering (TKDE), 2023 Zihuai Zhao Wenqi Fan Jiatong Li Yunqing Liu Xiaowei Mei ... Zhen Wen Fei Wang Xiangyu Zhao Shucheng Zhou Qing Li KELM 480 424 0 05 Jul 2023
Unified Conversational Models with System-Initiated Transitions between Chit-Chat and Task-Oriented DialoguesInternational Conference on Conversational User Interfaces (CUI), 2023 Ye Liu Stefan Ultes Wolfgang Minker Wolfgang Maier 129 7 0 04 Jul 2023
Counterfactual Collaborative ReasoningWeb Search and Data Mining (WSDM), 2023 Jianchao Ji Zelong Li Shuyuan Xu Max Xiong Juntao Tan Yingqiang Ge Hao Wang Zelong Li CML LRM 246 12 0 30 Jun 2023
Could Small Language Models Serve as Recommenders? Towards Data-centric Cold-start RecommendationsThe Web Conference (WWW), 2023 Xuansheng Wu Huachi Zhou Yucheng Shi Wenlin Yao Xiao Shi Huang Ninghao Liu LRM 199 28 0 29 Jun 2023
Prompt Tuning Large Language Models on Personalized Aspect Extraction for Recommendations Pan Li Yuyan Wang Ed H. Chi Minmin Chen 151 19 0 02 Jun 2023
Zero-Shot Next-Item Recommendation using Large Pretrained Language Models Lei Wang Ee-Peng Lim LRM 111 79 0 06 Apr 2023
A Comprehensive Survey on Trustworthy Recommender Systems Wenqi Fan Xiangyu Zhao Xiao Chen Jingran Su Jingtong Gao ... Qidong Liu Yiqi Wang Hanfeng Xu Lei Chen Qing Li FaML 204 58 0 21 Sep 2022
On Faithfulness and Coherence of Language Explanations for Recommendation Systems Zhouhang Xie Julian McAuley Bodhisattwa Prasad Majumder LRM 169 1 0 12 Sep 2022
Factual and Informative Review Generation for Explainable RecommendationAAAI Conference on Artificial Intelligence (AAAI), 2022 Zhouhang Xie Sameer Singh Julian McAuley Bodhisattwa Prasad Majumder 213 29 0 12 Sep 2022
Trustworthy Recommender SystemsACM Transactions on Intelligent Systems and Technology (ACM TIST), 2022 Shoujin Wang Xiuzhen Zhang Yan Wang Huan Liu Francesco Ricci 163 88 0 10 Aug 2022