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MATH-500 Problem Set (MATH-500)

We show this table for reference; we do not rank on it.

Data verified

A curated subset of 500 problems from the MATH dataset, covering algebra, counting and probability, geometry, intermediate algebra, number theory, prealgebra, and precalculus.

Benchmark score on MATH-500 — October 29, 2026

We compile the MATH-500 rows from provider self-reports. Ternary Bonsai 2 27B leads the table at 98.8%, followed by OrcaCyber-Nano-1.0 (98.6%) and Sarvam 105B (98.6%). We do not use these results to rank models overall.

27 modelsMathematicsStaleDisplay onlyUpdated October 29, 2026

Benchmark score table (27 models)

Benchmark score results for MATH-500
RankModel / configurationScoreParameters (B)Open / closed
1Ternary Bonsai 2 27BPrism ML
98.8%
Not reportedOpen
2OrcaCyber-Nano-1.0OrcaRouter
98.6%
Not reportedOpen
3Sarvam 105BSarvam
98.6%
Not reportedOpen
4Qwen3 235B-A22B (Reasoning)Alibaba
98%
Not reportedOpen
5QwQ-32BAlibaba
98%
Not reportedOpen
6o4-miniOpenAI
97.5%
Not reportedClosed
7Kimi K2Moonshot AI
97.4%
Not reportedClosed
8DeepSeek-R1DeepSeek
97.3%
Not reportedOpen
9Qwen3 32B (Reasoning)Alibaba
97.2%
Not reportedOpen
10Nemotron Ultra 253BNVIDIA
97%
Not reportedOpen
11Sarvam 30BSarvam
97%
Not reportedOpen
12MiniMax M1 80kMiniMax
96.8%
Not reportedClosed
13Claude 3.7 Sonnet ThinkingAnthropic
96.2%
Not reportedClosed
14LFM2.5-24B-A2BLiquidAI
96.0%
Not reportedOpen
15Magistral SmallMistral
95.9%
Not reportedOpen
16LongCat-Flash-Lite-SparseMeituan
95.8%
Not reportedOpen
17MiniCPM5-2BOpenBMB
94.6%
Not reportedOpen
18Magistral MediumMistral
94.3%
Not reportedClosed
19MiniCPM5-1BOpenBMB
91.6%
Not reportedOpen
20Qwen3 235B-A22BAlibaba
91.2%
Not reportedOpen
21DeepSeek V3DeepSeek
90.2%
Not reportedOpen
22o1-miniOpenAI
90%
Not reportedClosed
23LFM2.5-8B-A1BLiquidAI
88.8%
Not reportedOpen
24Qwen3 32BAlibaba
88.6%
Not reportedOpen
25Claude 3.7 SonnetAnthropic
82.2%
Not reportedClosed
26Kanana-2 1.3B InstructKakao
61.4%
Not reportedOpen
27Kanana-2 3B InstructKakao
61.2%
Not reportedOpen

AA MATH-500

Stored separately from the core MATH-500 lane because Artificial Analysis controls the evaluation configuration.

AA MATH-500; source configurations remain separate from the canonical benchmark table.
Source rankSource model or configurationScoreSource setupParameters (B)Open / closed
1GPT-5 (high)OpenAI99.4%Artificial AnalysisOriginal resultNot reportedClosed
2o3OpenAI99.2%Artificial AnalysisOriginal resultNot reportedClosed
3Grok 4xAI99.0%Artificial AnalysisOriginal resultNot reportedClosed
4o4-miniOpenAI98.9%Artificial AnalysisOriginal resultNot reportedClosed
5DeepSeek-R1DeepSeek98.3%Artificial AnalysisOriginal resultNot reportedOpen
6Claude 4 Opus ThinkingAnthropic98.2%Artificial AnalysisOriginal resultNot reportedClosed
7MiniMax M1 80kMiniMax98.0%Artificial AnalysisOriginal resultNot reportedClosed
8Kimi K2Moonshot AI97.1%Artificial AnalysisOriginal resultNot reportedClosed
9o1OpenAI97.0%Artificial AnalysisOriginal resultNot reportedClosed
10Gemini 2.5 ProGoogle96.7%Artificial AnalysisOriginal resultNot reportedClosed

MATH 500

BenchLM mirrors this Vals AI leaderboard for reference only. It is excluded from BenchLM overall and category rankings.

MATH 500; source configurations remain separate from the canonical benchmark table.
Source rankSource model or configurationMATH 500 scoreSource setupParameters (B)Open / closed
1Gemini 3 Pro PreviewGoogle96.40%high reasoningOriginal resultNot reportedUnknown
2Grok 4 0709xAI96.20%Vals AIOriginal resultNot reportedUnknown
3GPT-5OpenAI96.00%high reasoningOriginal resultNot reportedUnknown
4Claude Opus 4.1 20250805 ThinkingAnthropic95.40%Vals AIOriginal resultNot reportedUnknown
5Gemini 2.5 Pro Exp 03 25Google95.20%Vals AIOriginal resultNot reportedUnknown
6GPT-5 miniOpenAI94.80%high reasoningOriginal resultNot reportedClosed
7GPT-OSS 120BOpenAI94.80%Vals AIOriginal resultNot reportedOpen
8o3OpenAI94.60%high reasoningOriginal resultNot reportedClosed
9Qwen3 235B-A22BAlibaba94.60%Vals AIOriginal resultNot reportedOpen
10o4-miniOpenAI94.20%high reasoningOriginal resultNot reportedClosed
11Grok 3 Mini Fast High ReasoningxAI94.20%high reasoningOriginal resultNot reportedUnknown
12GPT-OSS 20BOpenAI94.20%Vals AIOriginal resultNot reportedOpen
13Moonshotai Kimi K2 InstructTogether AI94.20%Vals AIOriginal resultNot reportedUnknown
14GLM-4.5Z.AI94.00%Vals AIOriginal resultNot reportedClosed
15GPT-5 nanoOpenAI93.80%high reasoningOriginal resultNot reportedClosed
16Claude Sonnet 4 20250514 ThinkingAnthropic93.80%Vals AIOriginal resultNot reportedUnknown
17Claude Opus 4.1Anthropic93.00%Vals AIOriginal resultNot reportedUnknown
18DeepSeek-R1DeepSeek92.20%Vals AIOriginal resultNot reportedOpen
19o3-miniOpenAI91.80%high reasoningOriginal resultNot reportedClosed
20Gemini 2.5 Flash Preview 04 17 ThinkingGoogle91.80%Vals AIOriginal resultNot reportedUnknown
21Gemini 2.5 Flash Preview 04 17Google91.60%Vals AIOriginal resultNot reportedUnknown
22Claude 3.7 Sonnet ThinkingAnthropic91.60%Vals AIOriginal resultNot reportedClosed
23Langston Nim Nvidia Llama 3.3 Nemotron Super 49b V1 42e84561 ThinkingTogether AI91.40%Vals AIOriginal resultNot reportedUnknown
24Claude Opus 4Anthropic90.40%Vals AIOriginal resultNot reportedUnknown
25o1OpenAI90.40%high reasoningOriginal resultNot reportedClosed
26Claude Sonnet 4Anthropic90.32%Vals AIOriginal resultNot reportedUnknown
27Grok 3xAI89.80%Vals AIOriginal resultNot reportedUnknown
28Gemini 2.0 Flash ExpGoogle89.00%Vals AIOriginal resultNot reportedUnknown
29MiniMax M2.1MiniMax89.00%Vals AIOriginal resultNot reportedUnknown
30DeepSeek V3 0324DeepSeek88.60%Vals AIOriginal resultNot reportedOpen
31Gemini 2.0 Flash 001Google88.00%Vals AIOriginal resultNot reportedUnknown
32GPT-4.1 miniOpenAI88.00%high reasoningOriginal resultNot reportedClosed
33GPT-4.1OpenAI87.20%high reasoningOriginal resultNot reportedClosed
34Mistral Medium 2505Mistral AI87.00%Vals AIOriginal resultNot reportedUnknown
35Llama4 Maverick Instruct BasicFireworks85.20%Vals AIOriginal resultNot reportedUnknown
36Gemini 2.0 Flash Thinking Exp 01 21Google84.60%Vals AIOriginal resultNot reportedUnknown
37Gemini 1.5 Pro 002Google82.80%Vals AIOriginal resultNot reportedUnknown
38DeepSeek V3DeepSeek80.40%Vals AIOriginal resultNot reportedOpen
39GPT-4.1 nanoOpenAI80.20%high reasoningOriginal resultNot reportedClosed
40Meta Llama Llama 4 Scout 17B 16E InstructTogether AI79.20%Vals AIOriginal resultNot reportedUnknown
41Gemini 1.5 Flash 002Google78.80%Vals AIOriginal resultNot reportedUnknown
42Grok 2 1212xAI78.40%Vals AIOriginal resultNot reportedUnknown
43Claude 3.7 SonnetAnthropic76.80%Vals AIOriginal resultNot reportedClosed
44Command A 03 2025Cohere76.20%Vals AIOriginal resultNot reportedUnknown
45GPT-4oOpenAI75.20%high reasoningOriginal resultNot reportedClosed
46Mistral Large 2411Mistral AI74.40%Vals AIOriginal resultNot reportedUnknown
47GPT-4oOpenAI74.00%high reasoningOriginal resultNot reportedClosed
48Meta Llama Llama 3.3 70B Instruct TurboTogether AI73.40%Vals AIOriginal resultNot reportedUnknown
49GPT-4o miniOpenAI72.60%high reasoningOriginal resultNot reportedClosed
50Claude 3.5 SonnetAnthropic72.40%Vals AIOriginal resultNot reportedClosed
51Meta Llama Meta Llama 3.1 405B Instruct TurboTogether AI71.40%Vals AIOriginal resultNot reportedUnknown
52Langston Nim Nvidia Llama 3.3 Nemotron Super 49b V1 42e84561Together AI71.20%Vals AIOriginal resultNot reportedUnknown
53Mistral Small 2402Mistral AI70.60%Vals AIOriginal resultNot reportedUnknown
54Grok 3 Mini Fast Low ReasoningxAI70.20%low reasoningOriginal resultNot reportedUnknown
55Mistral Small 2503Mistral AI68.40%Vals AIOriginal resultNot reportedUnknown
56Meta Llama Meta Llama 3.1 70B Instruct TurboTogether AI65.00%Vals AIOriginal resultNot reportedUnknown
57Claude 3.5 HaikuAnthropic64.20%Vals AIOriginal resultNot reportedClosed
58Jamba Large 1.6AI21 Labs54.80%Vals AIOriginal resultNot reportedUnknown
59Meta Llama Meta Llama 3.1 8B Instruct TurboTogether AI44.40%Vals AIOriginal resultNot reportedUnknown
60Jamba Mini 1.6AI21 Labs25.40%Vals AIOriginal resultNot reportedUnknown

MATH-500 (Kaggle)

Native proportions are displayed as percentages. Source profiles, task versions, evaluation dates, and symmetric intervals stay attached to each row. Missing results are not zero. How Kaggle Benchmarks reruns tests.

MATH-500 (Kaggle); source configurations remain separate from the canonical benchmark table.
Source rankSource model or configurationAccuracy (%)Source setupParameters (B)Open / closed
1Claude Sonnet 5.599.4%Task version 8; Evaluated 2026-09-30Original resultNot reportedUnknown
2Gemini 3.8 Flash99.1%Task version 8; Evaluated 2026-09-04Original resultNot reportedUnknown
3Grok 4.699.1%Task version 8; Evaluated 2026-10-06Original resultNot reportedUnknown
4GPT-6.1 Sol99.0%Task version 8; Evaluated 2026-10-05Original resultNot reportedUnknown
5Gemini 3.7 Flash99.0%Task version 8; Evaluated 2026-08-27Original resultNot reportedUnknown
6Gemini 4 Argon99.0%Task version 8; Evaluated 2026-10-09Original resultNot reportedUnknown
7Claude Haiku 5.598.7%Task version 8; Evaluated 2026-10-09Original resultNot reportedUnknown
8GPT-6 Sol98.6%Task version 8; Evaluated 2026-10-01Original resultNot reportedUnknown
9Claude Opus 597.6%Task version 8; Evaluated 2026-07-27Original resultNot reportedUnknown
10GPT-5.6 Sol96.7%Task version 8; Evaluated 2026-07-21Original resultNot reportedUnknown
11Gemini 3.5 Flash96.4%Task version 8; Evaluated 2026-07-21Original resultNot reportedUnknown
12GPT-5.6 Terra95.9%Task version 8; Evaluated 2026-07-20Original resultNot reportedUnknown
13Gemini 3.6 Flash95.9%Task version 8; Evaluated 2026-07-23Original resultNot reportedUnknown
14Gemini 3 Flash Preview94.1%Task version 8; Evaluated 2026-07-13Original resultNot reportedUnknown
15GPT-5.6 Luna93.7%Task version 8; Evaluated 2026-07-21Original resultNot reportedUnknown
16Claude Opus 4.893.5%Task version 8; Evaluated 2026-07-21Original resultNot reportedUnknown
17Grok 4.592.9%Task version 8; Evaluated 2026-07-14Original resultNot reportedUnknown
18Gemini 3.5 Flash-Lite92.8%Task version 8; Evaluated 2026-07-23Original resultNot reportedUnknown
19Claude Sonnet 592.7%Task version 8; Evaluated 2026-07-21Original resultNot reportedUnknown
20GPT-5.592.7%Task version 8; Evaluated 2026-07-14Original resultNot reportedUnknown
21Claude Sonnet 4.690.4%Task version 8; Evaluated 2026-07-14Original resultNot reportedUnknown
22gpt-oss-120b76.5%Task version 8; Evaluated 2026-07-16Original resultNot reportedUnknown

Among the reported MATH-500 rows, Ternary Bonsai 2 27B is first at 98.8%. The third row is 0.2 points behind. The broader top-10 range is 1.8 points, so many of the published results sit in a relatively narrow band.

27 models have been evaluated on MATH-500. The benchmark falls in the Mathematics category. MATH-500 is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.

About MATH-500

Year

2021

Tasks

500 problems

Format

Free-form mathematical answers

Difficulty

High school to undergraduate

MATH-500 is one of the most widely cited math benchmarks. It is nearing saturation with top reasoning models scoring 96-99%, making it less useful for differentiating frontier models but still a standard baseline.

Freshness and provenance

Version

MATH-500 2021

Refresh cadence

Static

Staleness state

Stale

Question availability

Public benchmark set

StaleDisplay only

BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.

Questions

What does MATH-500 measure?

A curated subset of 500 problems from the MATH dataset, covering algebra, counting and probability, geometry, intermediate algebra, number theory, prealgebra, and precalculus.

Which model scores highest on MATH-500?

Ternary Bonsai 2 27B by Prism ML currently leads with a score of 98.8% on MATH-500.

How many models are evaluated on MATH-500?

27 AI models have published results on MATH-500 in the BenchLM catalog.

Last updated: October 29, 2026 · BenchLM version MATH-500 2021

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