Vision-language

Muse Spark 1.3

Released
2 Sep 2026
Status
Current
Context
1M
Max output
—
Input per 1M tokens
$1.25
Output per 1M tokens
$4.25
Open weights
No
License
proprietary
Parameters
—
Knowledge cutoff
—
Reasoning
Yes
Modalities
text, image, video, audio, pdf → text

Category scores

Out of 100, from independent and third-party results only, by method category-2026-09-29.1.

Category scores
CategoryScoreRankCoverage
Knowledge & reasoning49.1182 of 4
Human preference59.764 of 5

Benchmark results

Every result we hold for this model, with who ran it and where it was published.

Knowledge & reasoning

Knowledge & reasoning results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
Chess PuzzlesPuzzles solved38.0%Independentmax18 Sep 2026Epoch AI
Chess PuzzlesPuzzles solved35.0%Independentxhigh16 Sep 2026Epoch AI
DTBench (Decision Theory Benchmark)Accuracy (capability questions)96.5%Third partyunknown—https://conceptualreasoning.ai/dtbench via Epoch AI
LMCA (Language Model Conceptual Argumentation)Correlation with expert ratings (Pearson r)0.5387Third partyunknown—https://conceptualreasoning.ai/lmca via Epoch AI
Mystery Game PuzzlesPuzzles solved25.0%Independentmax18 Sep 2026Epoch AI
Mystery Game PuzzlesPuzzles solved14.1%Independentxhigh16 Sep 2026Epoch AI

Mathematics

Mathematics results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
FrontierMath Tier 4Accuracy46.3%Independentmax18 Sep 2026Epoch AI
FrontierMath Tier 4Accuracy41.5%Independentxhigh16 Sep 2026Epoch AI
FrontierMath Tiers 1-3Accuracy74.4%Independentxhigh16 Sep 2026Epoch AI
FrontierMath Tiers 1-3Accuracy74.0%Independentmax18 Sep 2026Epoch AI
OTIS Mock AIME 2024-2025Accuracy99.2%Independentxhigh17 Sep 2026Epoch AI

Professional knowledge work

Professional knowledge work results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
APEX-AgentsPass@1 (all rubric criteria met)57.8%Source not statedunknown—Epoch AI via Epoch AI

Human preference

Human preference results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
Code Arena: WebDev (arena.ai)Arena score (Elo scale)1656Independentmax25 Sep 2026Arena
Code Arena: WebDev (arena.ai)Votes5945Independentmax25 Sep 2026Arena
Document Arena (arena.ai)Arena score (Elo scale)1468Independentmax13 Sep 2026Arena
Document Arena (arena.ai)Votes1006Independentmax13 Sep 2026Arena
Text Arena (arena.ai)Arena score (Elo scale)1494Independentmax25 Sep 2026Arena
Text Arena (arena.ai)Votes10036Independentmax25 Sep 2026Arena
Vision Arena (arena.ai)Arena score (Elo scale)1290Independentmax28 Sep 2026Arena
Vision Arena (arena.ai)Votes3472Independentmax28 Sep 2026Arena

Other Muse Spark versions

Sources