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MathVista

Mathematics / Multimodal

MathVista gathers 6,141 mathematical problems that come with figures, charts or geometric diagrams, of which 1,000 form the public testmini split. It measures whether visual information can be carried into mathematical reasoning.

mathvista

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Official source

Overview only: problem text has not been published on this site; the catalogue records the benchmark introduction, category and official source.

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Catalogue status: Not imported on this site

Reference links

Issues

Dataset discussions

Paper

arXiv:2310.02255

Dataset

Source dataset

Site

Official site

At a glance

Metric: accuracy over testmini and the full test set
Size: 6,141 problems in the source, 1,000 in testmini; none imported.
License: cc-by-sa-4.0 (declared on the Hugging Face dataset card)
Released: Dataset published on Hugging Face 2023-10
Maintainer: AI4Math (source organisation)
Answer access: No problem text is imported, so there is no answer storage for this entry. The source distributes the answers under its own terms.

What a problem looks like

A mathematical question with an accompanying image, in either multiple-choice or free-form answer format.

How it is scored

The source ships the answer; nothing is imported here.

Metric: accuracy over testmini and the full test set

Why it is hard

The quantities are in the picture. Reading a chart or a geometric figure precisely enough to compute with it is a different skill from solving the equation afterwards.

Cite

@article{lu2023mathvista,
  title={MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts},
  author={Pan Lu and Hritik Bansal and Tony Xia and Jiacheng Liu and Chunyuan Li and Hannaneh Hajishirzi and Hao Cheng and Kai-Wei Chang and Michel Galley and Jianfeng Gao},
  journal={arXiv preprint arXiv:2310.02255},
  year={2023}
}

Discussion

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Discussion

Public problem summary

Catalogue metadata only; public problem statistics are not available.

Public problems: —
Formats: —
Problems with images: —
Answer availability: —
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Splits: —
Awaiting a first discussion: —
Problems with a discussion: —
Public contributions: —