Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset offers a rich dataset targeting the mathematical reasoning gap in current LMMs.

• MATH-Vision Dataset includes a myriad of complex math problems.
• Features problems spanning 16 mathematical domains and varying difficulties.
• Current LMMs lag behind human performance, indicating room for growth.
• Enables insightful error analysis to refine LMM capabilities.

The development of this dataset is pivotal for pushing the frontiers of how AI understands and interacts with visual mathematical content, applying in education, research, and problem-solving scenarios.