A Survey on Large Language Models for Personalized and Explainable
Recommendations

A Survey on Large Language Models for Personalized and Explainable Recommendations

21 November 2023

ArXiv (abs)PDF HTML HuggingFace (1 upvotes)

Papers citing "A Survey on Large Language Models for Personalized and Explainable Recommendations"

10 / 10 papers shown

Title
Iterative Critique-Refine Framework for Enhancing LLM Personalization Durga Prasad Maram Dhruvin Gandhi Z. Yao Gayathri Akkinapalli Franck Dernoncourt Yu Wang Ryan Rossi Nesreen K. Ahmed 84 0 0 28 Oct 2025
From latent factors to language: a user study on LLM-generated explanations for an inherently interpretable matrix-based recommender system Maxime Manderlier Fabian Lecron Olivier Vu Thanh Nicolas Gillis LRM 94 0 0 23 Sep 2025
A Comprehensive Survey of Foundation Models in MedicineIEEE Reviews in Biomedical Engineering (RBME), 2024 Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 586 61 0 17 Jan 2025
Reasoning-Enhanced Self-Training for Long-Form Personalized Text Generation Alireza Salemi Cheng-rong Li Mingyang Zhang Qiaozhu Mei Weize Kong Tao Chen Zhuowan Li Michael Bendersky Hamed Zamani LRM RALM ReLM 244 20 0 07 Jan 2025
Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language ModelsInternational Conference on the Theory of Information Retrieval (ICTIR), 2024 Alireza Salemi Hamed Zamani 293 15 0 14 Sep 2024
Exploring User Retrieval Integration towards Large Language Models for Cross-Domain Sequential Recommendation Tingjia Shen Hao Wang Jiaqing Zhang Zhengye Zhang Liangyue Li Zulong Chen Defu Lian Enhong Chen LRM 256 22 0 05 Jun 2024
Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization Yu-Min Tseng Yu-Chao Huang Teng-Yun Hsiao Yu-Ching Hsu Chao-Wei Huang Jia-Yin Foo Yun-Nung Chen LLMAG 785 175 0 03 Jun 2024
GCOF: Self-iterative Text Generation for Copywriting Using Large Language Model Jianghui Zhou Ya Gao Jie Liu Xuemin Zhao Zhaohua Yang Yue Wu Lirong Shi 257 0 0 21 Feb 2024
Personalized Language Modeling from Personalized Human Feedback Xinyu Li Zachary C. Lipton Liu Leqi ALM 326 103 0 06 Feb 2024
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 303 293 0 09 Jun 2023