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Guanhua Chen

Southern University of Science and Technology

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Conference Open access Jul 2026

VFA: Empowering Multilingual MLLMs via Vision-Free Adaptation

Vision-Free Adaptation (VFA) is proposed, a framework that decouples multilingual language enhancement from visual alignment by composing complementary task vectors over a shared LLM backbone.

Yixia Li, Yaqing Shi, Zhiwen Ruan et al. · 0 citations