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FrontierMathexplained

Unpublished problems from working mathematicians. FrontierMath is hundreds of original maths problems written by professional mathematicians and never published, ranging from hard olympiad level (tier 1) to early research level (tier 3). Answers are exact objects such as a large number or a formula, checked automatically. This page uses Tiers 1–3 of the current version.

Math · Epoch AI, 2024–2026

Highest published score
GPT-6.1 Sol, 93.7%
Leader among popular models
GPT-6 Astra
Models with a result
90
Skill it tests
Math
01

What FrontierMath really tests

What it is
FrontierMath is hundreds of original maths problems written by professional mathematicians and never published, ranging from hard olympiad level (tier 1) to early research level (tier 3). Answers are exact objects such as a large number or a formula, checked automatically. This page uses Tiers 1–3 of the current version.
A question like
Find the exact number of solutions to a particular equation over a finite field, where getting there means combining number theory and algebra the way a researcher would, over many pages of working. Our own example in the style of the test, not a real item.
Why it matters
Because the problems are secret, a model can’t have memorised them. It is one of the best signals of real mathematical ability.
Reading the score
Share of problems solved with an exactly correct answer.
The catch
OpenAI funded the benchmark and has access to many of the problems, apart from a held-out set. Epoch reports this openly.
Made by
Epoch AI, 2024–2026. Official page
02

Leaderboard

Each model’s best published result across its reasoning settings.

Popular models

The models we track across this site.

  1. 1GPT-6 AstraOpenAI93.7%
  2. 2GPT-6.1 SolOpenAI93.7%
  3. 3Claude Opus 5.5Anthropic91.2%
  4. 4GPT-6.1 TerraOpenAI90.9%
  5. 5Claude Fable 5.1Anthropic90.2%
  6. 6Claude Sonnet 5.5Anthropic88.8%
  7. 7Gemini 4 ArgonGoogle86.0%
  8. 8Muse WonderMeta82.1%
  9. 9Kimi K3.1 ProMoonshot AI78.2%
  10. 10Claude Haiku 5.5Anthropic75.1%
  11. 11Kimi K3Moonshot AI72.2%
  12. 12DeepSeek V4.1 FlashDeepSeek71.2%
  13. 13Muse Spark OpenMeta69.8%
  14. 14GLM-5.3Z.ai68.8%
  15. 15Gemini 3.8 FlashGoogle68.4%
  16. 16Grok 4.6xAI66.0%
  17. 17Grok 4.7xAI53.0%

Top 20 of all 90 models tested

Includes older, preview and specialist models that aren’t on our main leaderboard.

  1. 1GPT-6.1 SolOpenAI · max93.7%
  2. 2GPT-6 AstraOpenAI · max93.7%
  3. 3Claude Opus 5.5Anthropic · max91.2%
  4. 4GPT-6.1 TerraOpenAI · max90.9%
  5. 5Claude Fable 5.1Anthropic · max90.2%
  6. 6GPT-6 SolOpenAI · max89.8%
  7. 7GPT-5.6 SolOpenAI · max89.1%
  8. 8Claude Sonnet 5.5Anthropic · max88.8%
  9. 9GPT-5.5 ProOpenAI · xhigh87.7%
  10. 10Claude Fable 5Anthropic · max87.0%
  11. 11Gemini 4 ArgonGoogle DeepMind · high86.0%
  12. 12GPT-5.6 TerraOpenAI · max86.0%
  13. 13Claude Opus 5Anthropic · max85.6%
  14. 14GPT-5.5OpenAI · xhigh85.3%
  15. 15GPT-5.4 ProOpenAI · xhigh82.5%
  16. 16Muse WonderMeta AI · max82.1%
  17. 17GPT-5.6 LunaOpenAI · max82.1%
  18. 18Claude Opus 4.8Anthropic · max80.0%
  19. 19GPT-6 LunaOpenAI · max78.9%
  20. 20GPT-5.4OpenAI · xhigh78.6%
04

Questions

What is FrontierMath?

FrontierMath is hundreds of original maths problems written by professional mathematicians and never published, ranging from hard olympiad level (tier 1) to early research level (tier 3). Answers are exact objects such as a large number or a formula, checked automatically. This page uses Tiers 1–3 of the current version.

What does a FrontierMath score mean?

Share of problems solved with an exactly correct answer.

Which AI model is best on FrontierMath?

GPT-6.1 Sol from OpenAI has the highest published FrontierMath result we have (93.7%). Among the popular models on this site, GPT-6 Astra leads with 93.7%.

Is FrontierMath a good benchmark?

Because the problems are secret, a model can’t have memorised them. It is one of the best signals of real mathematical ability. The catch: OpenAI funded the benchmark and has access to many of the problems, apart from a held-out set. Epoch reports this openly.

Who made FrontierMath?

Epoch AI, 2024–2026.

Benchmark scores: Epoch AI, Capabilities & benchmarking, used under CC BY 4.0. For each model we show its best published result across reasoning settings. Prices and context sizes: OpenRouter. Data refreshed November 9, 2026. Hands-on tests (answers, websites, code, refusals, speed) are our own single runs. Explanations written by Cleus.