From Drop-off to Recovery: A Mechanistic Analysis of Segmentation in MLLMs

Boyong Wu, Sanghwan Kim, Zeynep Akata

Multimodal Large Language Models (MLLMs) are increasingly applied to pixel-level vision tasks, yet their intrinsic capacity for spatial understanding remains poorly understood. We…