VFA: Empowering Multilingual MLLMs via Vision-Free Adaptation

arXiv:2608.26155 · cs.CL, cs.AI · Submitted 2026-07-04 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-07-04

Updated: 2026-07-04

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Adaptation — 2× in this paper · explained in 1 episode
• Alignment — 2× in this paper · explained in 1 episode
• Vision-Free Adaptation — 2× in this paper
• Benchmark — 1× in this paper · explained in 2 episodes
• Catastrophic Forgetting — 1× in this paper · explained in 5 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Instruction Tuning — 1× in this paper · explained in 2 episodes

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