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FrontierMath Tiers 1–3: AI model results

FrontierMath Tiers 1–3 is a Math benchmark run by Epoch AI. 86 models in our data have a published result.

It is part of the SI-IQ index (loading α = 1.50, chance level 0%).

Evaluator
Epoch AI
Benchmark home page
epoch.ai/frontiermath

Results

Source
1 GPT-6 Astra OpenAI93.7%150146–153 9 Sep 2026Epoch AI Benchmarking Hub
2 GPT-6.1 Sol OpenAI93.7%148144–152 9 Sep 2026Epoch AI Benchmarking Hub
3 Claude Opus 5.5 Anthropic91.2%144141–148 9 Sep 2026Epoch AI Benchmarking Hub
4 Claude Fable 5.1 Anthropic90.2%140136–143 8 Sep 2026Epoch AI Benchmarking Hub
5 GPT-6 Sol OpenAI89.8%140137–144 9 Sep 2026Epoch AI Benchmarking Hub
6 GPT-5.6 Sol OpenAI89.1%140137–143 9 Jul 2026Epoch AI Benchmarking Hub
7 Claude Sonnet 5.5 Anthropic88.8%140137–143 9 Sep 2026Epoch AI Benchmarking Hub
8 GPT-5.5 Pro OpenAI87.7%139135–142 5 results from fewer than 2 evaluators Apr 2026Epoch AI Benchmarking Hub
9 Claude Fable 5 Anthropic87.0%138134–141 9 Jun 2026Epoch AI Benchmarking Hub
10 GPT-5.6 Terra OpenAI86.0%134131–137 9 Jul 2026Epoch AI Benchmarking Hub
11 Gemini 4 Argon Google DeepMind86.0%140137–143 9 Sep 2026Epoch AI Benchmarking Hub
12 Claude Opus 5 Anthropic85.6%136133–140 9 Jul 2026Epoch AI Benchmarking Hub
13 GPT-5.5 OpenAI85.3%138135–141 10 Apr 2026Epoch AI Benchmarking Hub
14 GPT-5.4 Pro OpenAI82.5%135131–138 5 results from fewer than 2 evaluators Mar 2026Epoch AI Benchmarking Hub
15 GPT-5.6 Luna OpenAI82.1%130127–133 9 Jul 2026Epoch AI Benchmarking Hub
16 Muse Wonder Meta AI82.1%136133–139 4 results from fewer than 5 benchmarks; results in fewer than 3 areas; results from fewer than 2 evaluators Oct 2026Epoch AI Benchmarking Hub
17 Claude Opus 4.8 Anthropic80.0%132129–135 9 May 2026Epoch AI Benchmarking Hub
18 GPT-6 Luna OpenAI78.9%130127–133 9 Sep 2026Epoch AI Benchmarking Hub
19 GPT-5.4 OpenAI78.6%131128–133 10 Mar 2026Epoch AI Benchmarking Hub
20 Claude Haiku 5.5 Anthropic75.1%129126–132 9 Oct 2026Epoch AI Benchmarking Hub
21 Qwen 3.8 Max Alibaba74.7%130127–133 7 results from fewer than 2 evaluators Aug 2026Epoch AI Benchmarking Hub
22 Muse Spark 1.3 Meta AI74.4%128125–131 5 results in fewer than 3 areas; results from fewer than 2 evaluators Sep 2026Epoch AI Benchmarking Hub
23 GPT-5.2 Pro OpenAI74.0%132128–135 3 results from fewer than 5 benchmarks; results in fewer than 3 areas; results from fewer than 2 evaluators Dec 2025Epoch AI Benchmarking Hub
24 Kimi K3open Moonshot72.2%127124–130 9 Jul 2026Epoch AI Benchmarking Hub
25 Gemini 3.7 Flash Google DeepMind71.6%131128–134 9 Aug 2026Epoch AI Benchmarking Hub
26 Claude Opus 4.7 Anthropic70.2%127124–130 10 Apr 2026Epoch AI Benchmarking Hub
27 Muse Spark Openopen Meta AI69.8%127124–130 7 Oct 2026Epoch AI Benchmarking Hub
28 GLM-5.3open Z.ai (Zhipu AI)68.8%125122–128 9 Aug 2026Epoch AI Benchmarking Hub
29 Gemini 3.8 Flash Google DeepMind68.4%130127–133 9 Sep 2026Epoch AI Benchmarking Hub
30 GPT-5.2 OpenAI67.4%125122–128 11 Dec 2025Epoch AI Benchmarking Hub
31 DeepSeek V4.1 Flashopen DeepSeek67.4%128125–131 9 Sep 2026Epoch AI Benchmarking Hub
32 Claude Opus 4.6 Anthropic66.0%123120–126 10 Feb 2026Epoch AI Benchmarking Hub
33 Grok 4.6 xAI66.0%126123–129 9 Aug 2026Epoch AI Benchmarking Hub
34 Claude Sonnet 5 Anthropic65.6%126123–129 9 Jun 2026Epoch AI Benchmarking Hub
35 Qwen3.8 Max (0902) Alibaba65.6%127123–130 6 results from fewer than 2 evaluators Sep 2026Epoch AI Benchmarking Hub
36 DeepSeek V4 Pro 0813open DeepSeek64.6%128125–131 9 Aug 2026Epoch AI Benchmarking Hub
37 Qwen3.7-Max Alibaba64.6%125122–128 10 May 2026Epoch AI Benchmarking Hub
38 Gemini 3.5 Flash Google DeepMind62.8%126123–129 10 May 2026Epoch AI Benchmarking Hub
39 Gemini 3.1 Pro Google DeepMind59.6%127124–130 10 Feb 2026Epoch AI Benchmarking Hub
40 GLM-5.2open Z.ai (Zhipu AI)59.2%121118–124 10 Jun 2026Epoch AI Benchmarking Hub
41 Gemini 3.6 Flash Google DeepMind58.9%125122–128 9 Jul 2026Epoch AI Benchmarking Hub
42 Mistral Large 4 Mistral AI58.6%122119–125 7 results from fewer than 2 evaluators Oct 2026Epoch AI Benchmarking Hub
43 DeepSeek V4 Flash 0731open DeepSeek57.5%124121–127 9 Jul 2026Epoch AI Benchmarking Hub
44 Grok 4.5 xAI57.2%124121–127 6 results from fewer than 2 evaluators Jul 2026Epoch AI Benchmarking Hub
45 Kimi K2.6open Moonshot57.2%121118–124 10 Apr 2026Epoch AI Benchmarking Hub
46 GLM-5.3-Flashopen Z.ai (Zhipu AI)55.8%120117–124 8 Aug 2026Epoch AI Benchmarking Hub
47 GPT-5 Pro OpenAI55.8%124120–128 3 results from fewer than 5 benchmarks; results in fewer than 3 areas; results from fewer than 2 evaluators Oct 2025Epoch AI Benchmarking Hub
48 GPT-5 OpenAI55.4%121118–124 12 Aug 2025Epoch AI Benchmarking Hub
49 Kimi K2.7 Codeopen Moonshot54.0%118115–122 8 Jun 2026Epoch AI Benchmarking Hub
50 Grok 4.7 xAI53.0%123120–127 7 results from fewer than 2 evaluators Sep 2026Epoch AI Benchmarking Hub
51 GPT-5.4 Mini OpenAI51.2%117113–120 9 Mar 2026Epoch AI Benchmarking Hub
52 Gemini 3 Flash Google DeepMind51.2%122119–125 10 Dec 2025Epoch AI Benchmarking Hub
53 GPT-5 mini OpenAI46.7%115112–118 12 Aug 2025Epoch AI Benchmarking Hub
54 Inkling-Smallopen Thinking Machines46.3%118115–122 8 Jul 2026Epoch AI Benchmarking Hub
55 DeepSeek-V4-Proopen DeepSeek45.3%117113–120 10 Apr 2026Epoch AI Benchmarking Hub
56 GPT-5.4 Nano OpenAI44.9%118115–121 9 Mar 2026Epoch AI Benchmarking Hub
57 Grok 4.3 Beta xAI42.8%117114–121 6 results from fewer than 2 evaluators Apr 2026Epoch AI Benchmarking Hub
58 Qwen 3.6 Plus Alibaba38.2%113109–117 7 results from fewer than 2 evaluators Mar 2026Epoch AI Benchmarking Hub
59 GLM-5.1open Z.ai (Zhipu AI)36.8%116112–120 8 Apr 2026Epoch AI Benchmarking Hub
60 o4-mini OpenAI36.1%112109–115 10 Apr 2025Epoch AI Benchmarking Hub
61 Qwen3.6 27Bopen Alibaba35.1%115110–119 6 Apr 2026Epoch AI Benchmarking Hub
62 Claude Opus 4.5 Anthropic34.4%115111–118 11 Nov 2025Epoch AI Benchmarking Hub
63 Qwen3.7-Plus Alibaba34.4%115110–119 6 Jun 2026Epoch AI Benchmarking Hub
64 Inklingopen Thinking Machines33.3%114110–117 8 Jul 2026Epoch AI Benchmarking Hub
65 o3 OpenAI33.3%116113–119 10 Apr 2025Epoch AI Benchmarking Hub
66 Qwen3.5 397B-A17Bopen Alibaba31.2%114109–118 6 Feb 2026Epoch AI Benchmarking Hub
67 Gemini 3.1 Flash-Lite Google27.7%109105–114 3 results from fewer than 5 benchmarks; results in fewer than 3 areas; results from fewer than 2 evaluators Mar 2026Epoch AI Benchmarking Hub
68 GPT-5.5 Instant OpenAI26.3%107103–111 4 results from fewer than 5 benchmarks; results in fewer than 3 areas; results from fewer than 2 evaluators May 2026Epoch AI Benchmarking Hub
69 Gemini 3.5 Flash-Lite Google DeepMind26.0%109106–113 8 Jul 2026Epoch AI Benchmarking Hub
70 Gemini 2.5 Pro (Jun 2025) Google DeepMind24.6%108104–112 8 Jun 2025Epoch AI Benchmarking Hub
71 Claude Sonnet 4.5 Anthropic23.9%110107–113 12 Sep 2025Epoch AI Benchmarking Hub
72 Qwen 3.6 Flash Alibaba22.5%107103–111 6 results from fewer than 2 evaluators Apr 2026Epoch AI Benchmarking Hub
73 Qwen 3.6 35B-A3Bopen Alibaba20.4%111107–115 6 Apr 2026Epoch AI Benchmarking Hub
74 GPT-5 nano OpenAI20.0%105102–109 11 Aug 2025Epoch AI Benchmarking Hub
75 Qwen3.7 Flash Alibaba19.3%107103–112 4 results from fewer than 5 benchmarks; results from fewer than 2 evaluators Jul 2026Epoch AI Benchmarking Hub
76 Qwen3-Max Alibaba18.9%106103–110 6 results from fewer than 2 evaluators Sep 2025Epoch AI Benchmarking Hub
77 o3-mini OpenAI18.6%105101–108 9 Jan 2025Epoch AI Benchmarking Hub
78 Qwen 3.5 Flash (hosted 35B-A3B) Alibaba18.2%107103–111 6 results from fewer than 2 evaluators Feb 2026Epoch AI Benchmarking Hub
79 o1 OpenAI14.7%10399–106 6 results from fewer than 2 evaluators Dec 2024Epoch AI Benchmarking Hub
80 Claude Opus 4.1 Anthropic12.6%105102–109 6 results from fewer than 2 evaluators Aug 2025Epoch AI Benchmarking Hub
81 GPT-4.1 mini OpenAI6.7%9188–95 11 Apr 2025Epoch AI Benchmarking Hub
82 GPT-4.1 OpenAI6.0%9187–94 11 Apr 2025Epoch AI Benchmarking Hub
83 GPT-4 Turbo (Apr 2024) OpenAI0.7%6864–73 4 results from fewer than 5 benchmarks; results in fewer than 3 areas; results from fewer than 2 evaluators Apr 2024Epoch AI Benchmarking Hub
84 GPT-4o mini OpenAI0.7%6864–73 10 Jul 2024Epoch AI Benchmarking Hub
85 GPT-4o (Aug 2024) OpenAI0.4%7368–77 9 Aug 2024Epoch AI Benchmarking Hub
86 GPT-3.5 Turbo (Jan 2024) OpenAI0.0%4742–53 5 results from fewer than 2 evaluators Jan 2024Epoch AI Benchmarking Hub

Data sources: Aider polyglot leaderboard data (Apache-2.0); Arena leaderboard dataset on Hugging Face (CC BY 4.0); Berkeley Function Calling Leaderboard, Gorilla project (Apache-2.0); Epoch AI, ‘Capabilities & benchmarking’ (CC BY 4.0); LiteLLM, model_prices_and_context_window.json (MIT); Source: OpenRouter (openrouter.ai), licensed under CC BY 4.0: reuse and republish with attribution to OpenRouter (licences and changes).