Data story · benchmark

Best models on MMLU-Pro in 2026

MMLU-Pro leaderboard data from the index. A harder version of MMLU with ten answer options and more reasoning-heavy questions. The top score is 91.6 and the average is 73.5.

What the data shows

GPT-5.2 Pro leads at 91.6. The gap to the average is 18.1 points, and the gap to the 10th-ranked model is 2.1 points.

The median score is 76.1. Models above that line are in the upper half of the index for this benchmark.

How to read the ranking

  • Use the score to shortlist, not to declare a winner.
  • Check price and context for the top candidates.
  • Read the benchmark methodology before quoting a score.
  • Pair this benchmark with a task-specific evaluation.

Top 20 on MMLU-Pro

#ModelProviderScoreInput / 1MContext
1GPT-5.2 ProOpenAI91.6$21.322,000,000
2GPT-5.1 MaxOpenAI91.3$20.502,000,000
3Claude Opus 4.5 ProAnthropic91.2$20.98200,000
4Claude Opus 4.5 ReasoningAnthropic90.7$20.912,000,000
5Gemini 3 Pro ReasoningGoogle DeepMind90.1$19.69200,000
6GPT-5.1 ReasoningOpenAI90.0$20.27400,000
7GPT-5.2OpenAI89.9$19.712,000,000
8Claude Opus 4.5 MaxAnthropic89.5$20.901,000,000
9GPT-5.2 VisionOpenAI89.5$19.031,000,000
10Gemini 3 Pro MaxGoogle DeepMind89.5$20.572,000,000
11Qwen3-Max ProAlibaba Cloud88.7$18.87400,000
12Grok 4 ReasoningxAI88.5$19.672,000,000
13Gemini 3 ProGoogle DeepMind88.2$18.242,000,000
14Gemini 3 Pro ProGoogle DeepMind88.2$19.80200,000
15Qwen3-Max ReasoningAlibaba Cloud88.1$18.122,000,000
16o4 TurboOpenAI88.1$19.342,000,000
17Claude Sonnet 4.5Anthropic88.0$17.84400,000
18Gemini 3 Flash TurboGoogle DeepMind87.9$17.07200,000
19Gemini 3 Flash MaxGoogle DeepMind87.8$17.431,000,000
20Grok 4xAI87.8$17.90200,000

Methodology

This story uses the AI & LLM Index dataset: 600 models, 40 providers and 12 benchmarks. Prices are listed per million tokens. Scores are modelled estimates on a 0–100 scale and are not official benchmark results. Figures are rounded for readability.

Related

FAQ

What does the Best models on MMLU-Pro in 2026 data show?

MMLU-Pro leaderboard data from the index. A harder version of MMLU with ten answer options and more reasoning-heavy questions. The top score is 91.6 and the average is 73.5.

Are the numbers official?

No. Prices and scores are compiled for this demo index. Benchmark values are modelled estimates, not official results. Verify figures with the provider or benchmark owner before making decisions.

How should I use this ranking?

Use it to form a shortlist. Check the specific model pages, compare price and context, and test the shortlist on your own examples before committing.