Vibeleaderboard
← Benchmark guide

Model results

FrontierMath

Choose a shared evaluation protocol to compare model scores. Versions, sources and configurations stay separate.

Atlas snapshot captured 10/19/2026, 10:20:28 AM UTC. This is an import timestamp, not the evaluation date. Coverage may be incomplete.

Reviewed recommendation and limits

Use the relevant tier and private/public split for difficult mathematical reasoning.

Each tier, release and public/private split separately. Imported groups below may use different protocols; this review does not certify each run. Difficulty is specialized; tier, dataset release, tools and grader must match before comparing scores.

Publisher results Epoch benchmarking methods
← All evaluation groups

FrontierMath Tier 4 v2 · private

Source
Epoch AI Benchmarking Hub
Version
tier-4-v2-private
Measurement date
Not reported
Metric
% · Higher is better
Evaluation scope
Epoch AI run · task v2 · effort xhigh · result date not supplied

Exact score ties share a position. Positions do not establish statistical significance. Missing metadata is shown as unreported; matching imported metadata is not independent verification of the protocol.

  1. #1GPT-6 Astra

    openai/gpt-6-astra-20260903

    97.6%

    View modelEvidence independent

  2. #2GPT-5.5 Pro

    openai/gpt-5.5-pro-20260423

    78%

    View modelEvidence independent

  3. #3GPT-5.5

    openai/gpt-5.5-20260423

    72.5%

    View modelEvidence independent

  4. #4GPT-5.4 Pro

    openai/gpt-5.4-pro-20260305

    58.5%

    View modelEvidence independent

  5. #5GPT-5.4

    openai/gpt-5.4-20260305

    49%

    View modelEvidence independent

  6. #6Qwen3.8 Max

    qwen/qwen3.8-max-20260803

    46.3%

    View modelEvidence independent

  7. #7GPT-5.2 Pro

    openai/gpt-5.2-pro-20251211

    46%

    View modelEvidence independent

  8. #8Muse Spark 1.3

    meta/muse-spark-1.3-20260902

    41.5%

    View modelEvidence independent

  9. #9Qwen3.8 Max (0902)

    qwen/qwen3.8-max-20260902

    34.1%

    View modelEvidence independent

  10. #10GPT-5.2

    openai/gpt-5.2-20251211

    31.7%

    View modelEvidence independent

  11. #10Grok 4.6

    x-ai/grok-4.6-20260810

    31.7%

    View modelEvidence independent

  12. #10Muse Spark Open

    meta/muse-spark-open-20261015

    31.7%

    View modelEvidence independent

  13. #13Grok 4.7

    x-ai/grok-4.7-20260916

    17.1%

    View modelEvidence independent

  14. #13Inkling Small

    thinkingmachines/inkling-small-20260730

    17.1%

    View modelEvidence independent

  15. #15GPT-5.4 Mini

    openai/gpt-5.4-mini-20260317

    9.8%

    View modelEvidence independent

  16. #16Inkling

    thinkingmachines/inkling-20260715

    4.9%

    View modelEvidence independent
FrontierMath model results | VibeLeaderboard