Why Vision Fails as a Universal Bridge: Rectifying Modality Asynchrony in Multilingual MLLMs
arXiv:2608.15085v1 Announce Type: new Abstract: Multimodal large language models (MLLMs) exhibit substantial performance degradation in non-English visual reasoning, despite the strong multilingual co