Mathematics Aptitude Test of Heuristics.

12,500 competition mathematics problems (5,000 test) from AMC, AIME, and other sources covering algebra, geometry, number theory, and more. Harder than GSM8K. Modern evaluations typically use the MATH-500 representative subset.

Best published scores.

46 results indexed across 1 metric. Shaded row marks current SOTA; ties broken by submission date.

Primary

accuracy · higher is better

5 steps
of state of the art.

Each row below marks a model that broke the previous record on accuracy. Intermediate submissions are kept in the leaderboard above; only SOTA-setting entries are re-listed here.

Higher scores win. Each subsequent entry improved upon the previous best.

1. Feb 27, 2023LLaMA-65B20.50
2. May 16, 2024Chameleon 34B22.50
3. Jul 31, 2024Llama 3 (405B, Instruct)Meta73.80
4. Dec 19, 2024Qwen2.5-Plus84.70
5. Mar 22, 2026o4-mini (high)OpenAI98.20

11 papers
tied to this benchmark.

Every paper below corresponds to at least one row in the leaderboard above. Click through for the arXiv preprint and, when available, the reference implementation.

Neighbouring benchmarks.

Other Mathematical Reasoning datasets on Codesota.

Have a score that beats
this table?

Submit a checkpoint and a reproduction script. We will run it, publish the score, and — if it takes the top — annotate the step on the progress chart with your name.

• 01A public checkpoint or API endpoint
• 02A reproduction script with frozen commit + seed
• 03Declared evaluation environment (Python, deps)
• 04One row per metric declared by this dataset
• 05A contact so we can follow up on discrepancies