Information Retrieval · Computer Science
ONCE: Boosting Content-based Recommendation with Both Open- and Closed-source Large Language Models
Qijiong Liu, Nuo Chen, Tetsuya Sakai, Xiao-Ming Wu
2023-09-01
Machine Learning · Computer Science
Do LLMs Benefit from User and Item Embeddings in Recommendation Tasks?
Mir Rayat Imtiaz Hossain, Leo Feng, Leonid Sigal, Mohamed Osama Ahmed
2026-01-09
Computation and Language · Computer Science
MMREC: LLM Based Multi-Modal Recommender System
Jiahao Tian, Jinman Zhao, Zhenkai Wang, Zhicheng Ding
2025-06-12
Information Retrieval · Computer Science
Item-Language Model for Conversational Recommendation
Li Yang, Anushya Subbiah, Hardik Patel, Judith Yue Li +4
2025-05-19
Information Retrieval · Computer Science
Reformulating Sequential Recommendation: Learning Dynamic User Interest with Content-enriched Language Modeling
Junzhe Jiang, Shang Qu, Mingyue Cheng, Qi Liu +7
2024-04-16
Information Retrieval · Computer Science
Do Recommender Systems Really Leverage Multimodal Content? A Comprehensive Analysis on Multimodal Representations for Recommendation
Claudio Pomo, Matteo Attimonelli, Danilo Danese, Fedelucio Narducci +1
2025-08-07
Information Retrieval · Computer Science
OpenP5: An Open-Source Platform for Developing, Training, and Evaluating LLM-based Recommender Systems
Shuyuan Xu, Wenyue Hua, Yongfeng Zhang
2024-04-12
Information Retrieval · Computer Science
Aligning Large Language Models for Controllable Recommendations
Wensheng Lu, Jianxun Lian, Wei Zhang, Guanghua Li +3
2024-08-06
Information Retrieval · Computer Science
Representation Learning with Large Language Models for Recommendation
Xubin Ren, Wei Wei, Lianghao Xia, Lixin Su +4
2024-12-12
Information Retrieval · Computer Science
Language Representations Can be What Recommenders Need: Findings and Potentials
Leheng Sheng, An Zhang, Yi Zhang, Yuxin Chen +2
2025-04-22
Information Retrieval · Computer Science
Exploring the Impact of Large Language Models on Recommender Systems: An Extensive Review
Arpita Vats, Vinija Jain, Rahul Raja, Aman Chadha
2024-03-20
Computation and Language · Computer Science
LLMBox: A Comprehensive Library for Large Language Models
Tianyi Tang, Yiwen Hu, Bingqian Li, Wenyang Luo +21
2024-07-09
Information Retrieval · Computer Science
Adapting Large Language Models by Integrating Collaborative Semantics for Recommendation
Bowen Zheng, Yupeng Hou, Hongyu Lu, Yu Chen +3
2024-04-22
Information Retrieval · Computer Science
A Comprehensive Review on Harnessing Large Language Models to Overcome Recommender System Challenges
Rahul Raja, Anshaj Vats, Arpita Vats, Anirban Majumder
2025-10-06
Information Retrieval · Computer Science
RecExplainer: Aligning Large Language Models for Explaining Recommendation Models
Yuxuan Lei, Jianxun Lian, Jing Yao, Xu Huang +2
2024-06-25
Information Retrieval · Computer Science
CoLLM: Integrating Collaborative Embeddings into Large Language Models for Recommendation
Yang Zhang, Fuli Feng, Jizhi Zhang, Keqin Bao +2
2025-06-17
Information Retrieval · Computer Science
A Survey on Generative Recommendation: Data, Model, and Tasks
Min Hou, Le Wu, Yuxin Liao, Yonghui Yang +5
2026-05-12
Information Retrieval · Computer Science
The Application of Large Language Models in Recommendation Systems
Peiyang Yu, Zeqiu Xu, Jiani Wang, Xiaochuan Xu
2025-01-20
Information Retrieval · Computer Science
Large Language Model Simulator for Cold-Start Recommendation
Feiran Huang, Yuanchen Bei, Zhenghang Yang, Junyi Jiang +5
2024-12-30
Information Retrieval · Computer Science
LEARN: Knowledge Adaptation from Large Language Model to Recommendation for Practical Industrial Application
Jian Jia, Yipei Wang, Yan Li, Honggang Chen +7
2024-12-30
Information Retrieval · Computer Science
Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations
Xu Huang, Jianxun Lian, Yuxuan Lei, Jing Yao +2
2024-01-31
Information Retrieval · Computer Science
Large Language Models as Data Augmenters for Cold-Start Item Recommendation
Jianling Wang, Haokai Lu, James Caverlee, Ed Chi +1
2024-02-20
Information Retrieval · Computer Science
User Preferences for Large Language Model versus Template-Based Explanations of Movie Recommendations: A Pilot Study
Julien Albert, Martin Balfroid, Miriam Doh, Jeremie Bogaert +5
2024-09-12
Information Retrieval · Computer Science
Enhancing High-order Interaction Awareness in LLM-based Recommender Model
Xinfeng Wang, Jin Cui, Fumiyo Fukumoto, Yoshimi Suzuki
2024-11-19