CVIF: A Criticality-Driven Visual Intervention Framework for Geometric Diagram Understanding in MLLMs.

arXiv:2610.06399v1 Announce Type: new Abstract: Despite significant progress in visual tasks by Multimodal Large Language Models (MLLMs), geometric diagram understanding remains challenging due to the presence of sparse visual cues and ambiguous symbol-primiti