Collaborative cross-modal fusion with Large Language Model for recommendation

• Main Authors: LIU, Zhongzhou, ZHANG, Hao, DONG, Kuicai, FANG, Yuan
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Large Language Models; Recommendation systems; Cross-modal; Collaborative filtering; Artificial Intelligence and Robotics; Computer Sciences
• Online Access: https://ink.library.smu.edu.sg/sis_research/9751; https://ink.library.smu.edu.sg/context/sis_research/article/10751/viewcontent/CIKM24_CCFLLM.pdf
• Institution: Singapore Management University

Despite the success of conventional collaborative filtering (CF) approaches for recommendation systems, they exhibit limitations in leveraging semantic knowledge within the textual attributes of users and items. Recent focus on the application of large language models for recommendation (LLM4Rec) ha...