μ-MATH: leaderboard

μ-MATH (Toloka) — meta-evaluation companion to U-MATH testing how well models judge the correctness of math solutions; accuracy (%).

Metric: Accuracy (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 18 models tracked.

Top models

#ModelScoreOverall rank
1O189.5#183
2O1 Mini84.8#323
3QwQ 32B-Preview83.3#651
4DeepSeek R182.2#251
5Gemini 2.0 Flash (01-21) (Thinking)81.2#322 (Gemini 2.0 Flash (01-21))
6Gemini 1.5 Pro80.7#445
7GPT-4o (2024-08-06)77.4#336
8Mistral Large 2 (Nov) Instruct (2411)76.7#465
9Qwen 2.5 72B Instruct75.7#454
10Claude 3.5 Sonnet75#350
11Gemini 1.5 Flash74.9#618
12Qwen2.5-Math-72B-Instruct74.4#717
13GPT-4o Mini (2024-07-18)72.5#558
14Qwen 2.5 7B Instruct69.9#862
15Qwen2.5-Math-7B-Instruct63.3#1444

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=math · How It Works · Data refreshed daily, snapshot 2026-10-20.