University-level Math Reasoning Dataset

Size

13,500+ text-only and 600+ multimodal real-world math problems, each with step-by-step solutions and final answers.

Format

LaTeX and natural language explanations. Multimodal samples include images (graphs, diagrams, etc.).

Quality

Created and validated by domain experts (university math professors, teachers, and vetted professionals), ensuring non-synthetic, high-quality content.

Complexity

University-level problems aligned with US university curricula.

Diversity

Covers 7 core subjects:

1. (12%) Sequences and Series

2. (7%) Algebra

3. (4%) Precalculus Review

4. (13%) Multivariable Calculus

5. (37%) Differential Calculus

6. (27%) Integral Calculus

Fine-tuning experiments

Our fine-tuning experiments demonstrate that this dataset significantly improves LLM performance on complex mathematical reasoning tasks at every skill level, from high school to university and olympiad-level problems.