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math benchmark

MathArena Apex Leaderboard

MathArena Apex is a challenging math contest benchmark featuring the most difficult mathematical problems designed to test advanced reasoning and problem-solving abilities of AI models. It focuses on olympiad-level mathematics and complex multi-step mathematical reasoning.

Updated Aug 17, 2026

Models8
Model coverage8
MetricScore
EvidenceB

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MathArena Apex Ranking

Higher score ranks better on this benchmark.

8 rows
Columns

Show columns

Sort by
Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelDEDeepSeek-V4-Pro-MaxDeepSeekScore90.2%Percentile100.0%Participants8EvidenceCEvaluatedAug 17, 2026
Rank02ModelDEDeepSeek-V4-Flash-MaxDeepSeekScore85.7%Percentile85.7%Participants8EvidenceCEvaluatedAug 17, 2026
Rank03ModelDEDeepSeek-V4-Flash-0423DeepSeekScore72.1%Percentile71.4%Participants8EvidenceCEvaluatedAug 17, 2026
Rank04ModelACQwen3.7 MaxAlibaba Cloud / Qwen TeamScore44.5%Percentile57.1%Participants8EvidenceCEvaluatedAug 17, 2026
Rank05ModelTEHy3TencentScore38.7%Percentile42.9%Participants8EvidenceCEvaluatedAug 17, 2026
Rank06ModelBYSeed 2.1 TurboByteDanceScore35.4%Percentile28.6%Participants8EvidenceCEvaluatedAug 17, 2026
Rank07ModelBYSeed 2.1 ProByteDanceScore31.3%Percentile14.3%Participants8EvidenceCEvaluatedAug 17, 2026
Rank08ModelGOGemini 3 ProGoogleScore23.4%Percentile0.0%Participants8EvidenceCEvaluatedAug 17, 2026

MathArena Apex Highlights

The leading models and scores on this benchmark.

Rank #1DeepSeek-V4-Pro-Max90.2%Rank #2DeepSeek-V4-Flash-Max85.7%Rank #3DeepSeek-V4-Flash-042372.1%Rank #4Qwen3.7 Max44.5%

MathArena Apex Score Distribution

A closer view of the leading scores on this benchmark.

MathArena Apex

The Top AI Models for MathArena Apex

The first five results on this benchmark, with official price and output speed added where the model identity can be matched.

Ranking basisThis matharena apex AI model leaderboard uses descending score in the benchmark's original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.

  1. 01
    DE
    DeepSeek-V4-Pro-MaxDeepSeek
    Score
    90.2%
    Price
    $0.43 input / $0.87 output per 1M tokens
    Speed
    Up to 18 tok/s via Fireworks

    Strengths

    • Ranks #1 of 8 compared models
    • 100th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures MathArena Apex, not total model capability
  2. 02
    DE
    DeepSeek-V4-Flash-MaxDeepSeek
    Score
    85.7%
    Price
    $0.14 input / $0.28 output per 1M tokens
    Speed
    Up to 19 tok/s via Novita

    Strengths

    • Ranks #2 of 8 compared models
    • 86th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures MathArena Apex, not total model capability
  3. 03
    DE
    DeepSeek-V4-Flash-0423DeepSeek
    Score
    72.1%
    Price
    $0.14 input / $0.28 output per 1M tokens
    Speed
    Up to 19 tok/s via Novita

    Strengths

    • Ranks #3 of 8 compared models
    • 71th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures MathArena Apex, not total model capability
  4. 04
    AC
    Qwen3.7 MaxAlibaba Cloud / Qwen Team
    Score
    44.5%
    Price
    $2.5 input / $7.5 output per 1M tokens
    Speed
    Up to 5.8 tok/s via Together

    Strengths

    • Ranks #4 of 8 compared models
    • 57th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures MathArena Apex, not total model capability
  5. 05
    TE
    Hy3Tencent
    Score
    38.7%

    Strengths

    • Ranks #5 of 8 compared models
    • 43th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures MathArena Apex, not total model capability

Selection summary

Best AI Models for MathArena Apex

DeepSeek-V4-Pro-Max currently leads MathArena Apex with 90.2%. It is the top model on this specific benchmark, while the best LLM for the broader task should also be checked against other benchmarks, price and runtime.

Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.

Benchmark rank #1DeepSeek-V4-Pro-Max90.2% · $0.43 input / $0.87 output per 1M tokensBenchmark rank #2DeepSeek-V4-Flash-Max85.7% · $0.14 input / $0.28 output per 1M tokensBenchmark rank #3DeepSeek-V4-Flash-042372.1% · $0.14 input / $0.28 output per 1M tokens

What is MathArena Apex?

What MathArena Apex measures and how its scores work.

MathArena Apex is a challenging math contest benchmark featuring the most difficult mathematical problems designed to test advanced reasoning and problem-solving abilities of AI models. It focuses on olympiad-level mathematics and complex multi-step mathematical reasoning.

Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.

Family
MathArena Apex
Modality
text
Primary category
math
Score direction
higher
LLMBoard eligible
Yes
Evaluation key
matharena-apex|llm-stats-current

Benchmark scores retain their original unit. Overall score eligibility is shown separately.

FAQ

Common questions about MathArena Apex.

Which model scores highest on MathArena Apex?

DeepSeek-V4-Pro-Max is currently ranked first with 90.2%.

What does MathArena Apex measure?

MathArena Apex is a challenging math contest benchmark featuring the most difficult mathematical problems designed to test advanced reasoning and problem-solving abilities of AI models. It focuses on olympiad-level mathematics and complex multi-step mathematical reasoning.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

8 model results are currently shown.

Does this benchmark affect the overall score?

Yes. This benchmark can contribute to the current LLMBoard capability score.