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Updated: Jan 14, 2026

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
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Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness

Published on: December 6, 2024

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CLIP-Powered Domain Generalization and Domain Adaptation: A Comprehensive Survey

Jindong Li, Yongguang Li, Yali Fu

    IEEE Transactions on Pattern Analysis and Machine Intelligence
    |January 12, 2026
    PubMed
    Summary

    This survey offers a comprehensive overview of Contrastive Language-Image Pretraining (CLIP) applications in domain generalization (DG) and domain adaptation (DA). It categorizes methods, analyzes trends, and discusses challenges for robust AI systems.

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