What capabilities does MathVista test?

MathVista evaluates math, image understanding.

How can a model improve its MathVista score?

Tools linked to MathVista on Sophon include Multimodal RL Env (Community), NuminaMath - RL environments, datasets, and scaffolds that target this eval.

What license is MathVista under?

MathVista is available under CC-BY-SA-4.0.

MathVista

Active

6,141 multimodal math problems combining diagrams, charts, and figures - the canonical "math + vision" benchmark.

Open

Publisher: University of California, Berkeley
Capabilities: Math Image Understanding
Domain: multimodal
Format: HF Dataset
Size: 6141 tasks
License: CC-BY-SA-4.0
Published: May 2026
Notable for: Benchmark for evaluating math and image understanding in the multimodal domain.
Canonical: mathvista.github.io
Also on: huggingface.co/datasets/AI4Math/MathVista

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Related tools

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Implementations, trainers, datasets and scaffolds linked to this eval.

Multimodal RL Env (Community)

MathVista multimodal mathematical reasoning environment with vision and structured output requirements

Trains towardRL EnvMathReasoningVision

NuminaMath

Numina

An 860k-problem competition-math dataset with detailed solutions, the open community's go-to corpus for training math-specialized LLMs.

Training dataSFT DatasetMathScientific Reasoning

FAQ

What is MathVista?: 6,141 multimodal math problems combining diagrams, charts, and figures - the canonical "math + vision" benchmark.
What capabilities does MathVista test?: MathVista evaluates math, image understanding.
How can a model improve its MathVista score?: Tools linked to MathVista on Sophon include Multimodal RL Env (Community), NuminaMath - RL environments, datasets, and scaffolds that target this eval.
What license is MathVista under?: MathVista is available under CC-BY-SA-4.0.