作者位次 #11/12SIGIR 2026Poster· Information Retrieval (Industry)
A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems
Yiming Zhu · Xu Liu · Ziyun Xu · Zheng Wu · Joena Zhang · Sirius Chen · Chenheli Hua · Silvester Yao · Qichao Que · Wentao Shi · Junfeng Pan · Linhong Zhu
摘要
Conventional recommendation systems frequently fail to fully exploit the high-dimensional semantic signals inherent in multimedia content, thereby limiting the fidelity of user preference modeling. While Multimodal Large Language Models (MM-LLMs) offer robust mechanisms for interpreting such comp...