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Research on the Practical Application of Multimodal Architecture-Based Intelligent Computing Services

Wen-Hua Zhang （ Cloud Network Technology Center, Migu Culture Technology Co., Ltd., Nanjing, Jiangsu, 210026, China ）

https://doi.org/10.37155/2972-483X-0302-2

Abstract

This paper focuses on the practical application of multimodal architectures in the field of intelligent computing services. By elaborating on key application scenarios such as audiovisual semantic understanding and image-text generation, the study explores system optimization strategies including hybrid architecture deployment and model compression and acceleration. It also clarifies the challenges faced in real-world deployment, such as data quality and cross-modal consistency, and proposes targeted solutions such as standardized annotation and dynamic verification. The research results serve as a reference for the technical implementation and industrial development of multimodal intelligent computing services, helping to address technical and managerial issues encountered in practical applications.

Keywords

Multimodal architecture; intelligent computing services; practical application; industry deployment challenges; deployment strategies

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References

[1] Li Hailong, Chen Cuirong. Digital-Intelligent Transformation of Higher Education Evaluation: Value Positioning, Driving Factors, and Practical Pathways [J]. Modern Distance Education Research, 2025, 37(03): 30–39.
[2] Qin Lan, Cheng Hu, Wang Zhan. Research on Liquid Cooling Systems for Intelligent Computing Service Devices [J]. Cryogenics and Superconductivity, 2025, 53(05): 92–98.
[3] Liu Weichen, Yang Huafeng, Jiang Minmin, et al. Research on the Construction of Large Model Application Service Platforms [J]. Information Communication Technology andPolicy, 2024, 50(12): 21–30.
[4] Dong Bo, Cai Shangwei. New Productive Forces in Cultural Industries: Intelligent Content Creation in Chengdu [J]. New Media Research, 2024, 10(24): 1–6+42.
[5] Long Wenxi, Ma Huiping, Wu Jun, et al. AI Implementation Scenarios, Challenges, and Countermeasures in the Power Industry [J]. Straits Science & Technology and Industry, 2024, 37(12): 21–24+28.
[6] Sun Xueyuan, Chen Yuanmou, Li Chen. Thoughts on the Development of Intelligent Computing Service Platforms in the Era of Large Models [J]. Communication World, 2023, (23): 39–40.

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