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math benchmark

MathArena Apex Leaderboard

MathArena Apex is a math benchmark featuring olympiad-level and complex multi-step mathematical problems.

Updated Sep 5, 2026

Models9
Model coverage9
MetricScore
EvidenceB

On this page

  • Ranking
  • Highlights
  • Distribution
  • Top models
  • About
  • FAQ

MathArena Apex Ranking

Higher score ranks better on this benchmark.

9 rows
Columns

Show columns

Sort by
Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelDEDeepSeek-V4-Pro-MaxDeepSeekScore90.20%Percentile100.00%Participants9EvidenceCEvaluatedSep 8, 2026
Rank02ModelDEDeepSeek-V4-Flash-MaxDeepSeekScore85.70%Percentile87.50%Participants9EvidenceCEvaluatedSep 8, 2026
Rank03ModelTEHy4 previewTencentScore74.20%Percentile75.00%Participants9EvidenceCEvaluatedSep 8, 2026
Rank04ModelDEDeepSeek-V4-Flash-0423DeepSeekScore72.10%Percentile62.50%Participants9EvidenceCEvaluatedSep 8, 2026
Rank05ModelACQwen3.7 MaxAlibaba Cloud / Qwen TeamScore44.50%Percentile50.00%Participants9EvidenceCEvaluatedSep 8, 2026
Rank06ModelTEHy3TencentScore38.70%Percentile37.50%Participants9EvidenceCEvaluatedSep 8, 2026
Rank07ModelBYSeed 2.1 TurboByteDanceScore35.40%Percentile25.00%Participants9EvidenceCEvaluatedSep 8, 2026
Rank08ModelBYSeed 2.1 ProByteDanceScore31.30%Percentile12.50%Participants9EvidenceCEvaluatedSep 8, 2026
Rank09ModelGOGemini 3 ProGoogleScore23.40%Percentile0.00%Participants9EvidenceCEvaluatedSep 8, 2026

MathArena Apex Highlights

The leading models and scores on this benchmark.

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.

What is MathArena Apex?

What MathArena Apex measures and how its scores work.

MathArena Apex is a math contest benchmark for evaluating AI models on difficult mathematical problems.

It measures Score, reported as a ratio, on advanced mathematical reasoning and problem-solving tasks.

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
No
Evaluation key
overall

LLM Stats. 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 90.20%.

What are the top three models on MathArena Apex?

The current leaders are DeepSeek-V4-Pro-Max (90.20%), DeepSeek-V4-Flash-Max (85.70%), and Hy4 preview (74.20%).

Which MathArena Apex model has the lowest official input price?

DeepSeek-V4-Flash-Max has the lowest matched official input price at $0.14 input / $0.28 output per 1M tokens.

Which models are fastest among MathArena Apex results?

The fastest matched records are Gemini 3 Pro (90.00 tok/s via Google).

Does the highest score result prove overall model quality?

No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.

What does MathArena Apex measure?

It measures Score, reported as a ratio, on advanced mathematical reasoning and problem-solving tasks.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

9 model results are currently shown.

Does this benchmark affect the overall score?

No. This benchmark is shown for reference but does not contribute to the overall score.

Rank #1DeepSeek-V4-Pro-Max90.20%
Rank #2DeepSeek-V4-Flash-Max85.70%
Rank #3Hy4 preview74.20%
Rank #4DeepSeek-V4-Flash-042372.10%

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

  1. 01
    DE
    DeepSeek-V4-Pro-MaxDeepSeek
    Score
    90.20%

    Strengths

    • Ranks #1 of 9 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
    85.70%
    Price
    $0.14 input / $0.28 output per 1M tokens

    Strengths

    • Ranks #2 of 9 compared models
    • 88th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures MathArena Apex, not total model capability
  3. 03
    TE
    Tencent
    Score
    74.20%

    Strengths

    • Ranks #3 of 9 compared models
    • 75th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures MathArena Apex, not total model capability
  4. 04
    DE
    DeepSeek
    Score
    72.10%
    Price
    $0.14 input / $0.28 output per 1M tokens

    Strengths

    • Ranks #4 of 9 compared models
    • 63th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures MathArena Apex, not total model capability
  5. 05
    AC
    Alibaba Cloud / Qwen Team
    Score
    44.50%
    Price
    $2.5 input / $7.5 output per 1M tokens

    Strengths

    • Ranks #5 of 9 compared models
    • 50th 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 90.20%. 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.

Hy4 preview
DeepSeek-V4-Flash-0423
Qwen3.7 Max
Benchmark rank #1DeepSeek-V4-Pro-Max90.20%
Benchmark rank #2DeepSeek-V4-Flash-Max85.70% · $0.14 input / $0.28 output per 1M tokens
Benchmark rank #3Hy4 preview74.20%