Reasoning & knowledge

MATH

by Hendrycks et al. (UC Berkeley)

What is MATH? MATH is a dataset of 12,500 competition mathematics problems from Dan Hendrycks and collaborators (NeurIPS 2021), each with a full step-by-step solution. Many model reports use MATH-500, a 500-problem subset.

Page last updated 2026-10-16 · Evals Review

Editor note

12,500 competition mathematics problems with full step-by-step solutions (NeurIPS 2021). Many reports use the 500-problem MATH-500 subset.

What it tests
Multi-step maths reasoning with exact answers.
Original source
github.com/hendrycks/math
Last updated
Repo last commit 2025-09-06
License
MIT

Facts come only from the linked source (checked 15–16 Oct 2026). Credit belongs to the creators.

When to use MATH

  • You want a widely reported maths reasoning score with exact answers.
  • You want step-by-step reference solutions to train or check reasoning.

Limitations

  • It is public and old, so contamination is a risk and top models score near the ceiling.
  • Results differ between the full test set and subsets such as MATH-500; say which you used.

How to run it

  1. Download the dataset from the repository.
  2. Prompt the model, extract the final boxed answer and compare it with the reference.

Notable results

  • NeurIPS 2021 paper: 12,500 challenging competition mathematics problems, each with a full step-by-step solution. [Paper (arXiv)]

Sources

Everything above comes from the sources listed, read on 15–16 Oct 2026. Commands are copied from the official instructions; check the source for changes.

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