Breaking the Barrier: Utilizing Large Language Models for Industrial
Recommendation Systems through an Inferential Knowledge Graph

Breaking the Barrier: Utilizing Large Language Models for Industrial Recommendation Systems through an Inferential Knowledge Graph

21 February 2024

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Papers citing "Breaking the Barrier: Utilizing Large Language Models for Industrial Recommendation Systems through an Inferential Knowledge Graph"

11 / 11 papers shown

Title
Plan Then Retrieve: Reinforcement Learning-Guided Complex Reasoning over Knowledge Graphs Yanlin Song Ben Liu Víctor Gutiérrez-Basulto Zhiwei Hu Qianqian Xie Min Peng Sophia Ananiadou Jeff Z. Pan RALM ReLM LRM 239 0 0 23 Oct 2025
Generation and annotation of item usage scenarios in e-commerce using large language models Madoka Hagiri Kazushi Okamoto Koki Karube Kei Harada Atsushi Shibata 56 0 0 09 Oct 2025
A Survey of Real-World Recommender Systems: Challenges, Constraints, and Industrial Perspectives Kuan Zou Aixin Sun OffRL 145 2 0 07 Sep 2025
Dual Collaborative LLMs via Continual Fine-Tuning for Serendipitous Recommendation Hongxiang Lin Hao Guo Zeshun Li Erpeng Xue Yexiao He Xiangyu Hou Zhaoyu Hu Lei Wang Sheng Chen 102 0 0 01 Aug 2025
Function-based Labels for Complementary Recommendation: Definition, Annotation, and LLM-as-a-JudgePattern Recognition Letters (Pattern Recogn. Lett.), 2025 Chihiro Yamasaki Kai Sugahara Yuma Nagi Kazushi Okamoto 167 1 0 05 Jul 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 258 7 0 23 Apr 2025
StePO-Rec: Towards Personalized Outfit Styling Assistant via Knowledge-Guided Multi-Step Reasoning Yuxi Bi Yunfan Gao Haoyu Wang 192 3 0 14 Apr 2025
GTS-LUM: Reshaping User Behavior Modeling with LLMs in Telecommunications Industry Liu Shi Tianwu Zhou Wei Xu Li-Yu Daisy Liu Zhexin Cui Shaoyi Liang Haoxing Niu Yichong Tian Jianwei Guo AI4TS 154 0 0 09 Apr 2025
LLMSeR: Enhancing Sequential Recommendation via LLM-based Data Augmentation Yuqi Sun Qiang Liu Haiping Zhu Feng Tian 259 0 0 16 Mar 2025
Bridging the User-side Knowledge Gap in Knowledge-aware Recommendations with Large Language ModelsAAAI Conference on Artificial Intelligence (AAAI), 2024 Zheng Hu Zhe Li Ziyun Jiao Satoshi Nakagawa Jiawen Deng Shimin Cai Tao Zhou Fuji Ren RALM 196 10 0 18 Dec 2024
A survey on fairness of large language models in e-commerce: progress, application, and challenge Qingyang Ren Zilin Jiang Jinghan Cao Sijia Li Chiqu Li Yiyang Liu Shuning Huo Tiange He Yuan Chen AILaw FaML 259 14 0 15 May 2024