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.
· Annual Meeting of the Associ... · 0 citations