2 papers
cs.CL2025
Language-Specific Layer Matters: Efficient Multilingual Enhancement for Large Vision-Language Models
Yuchun Fan, Yilin Wang, Yongyu Mu +5
Large vision-language models (LVLMs) have demonstrated exceptional capabilities in understanding visual information with human languages but also exhibit an imbalance in multilingu…
cs.CL2025
SLAM: Towards Efficient Multilingual Reasoning via Selective Language Alignment
Yuchun Fan, Yongyu Mu, Yilin Wang +7
Despite the significant improvements achieved by large language models (LLMs) in English reasoning tasks, these models continue to struggle with multilingual reasoning. Recent stud…