Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs

Wenzhang Sun, Chunfeng Wang, Xiangchen Yin +3

Aggregate scaling curves suggest that Video LLMs improve smoothly or saturate as visual budgets grow. We show that this view can conceal large, opposing changes at the item level.…