Caption First, VQA Second: Knowledge Density, Not Task Format, Drives Multimodal Scaling

Hongjian Zou, Yue Ge, Qi Ding +2

Multimodal large language models (MLLMs) have achieved rapid progress, yet their scaling behavior remains less clearly characterized and often less predictable than that of text-on…