Benchmark Almanac

Muse Spark Open

Muse Spark Open ranks first on MASK.

Meta Released October 15th, 2026 Compare with others
99
Benchmarks with a score
1
Ranked first, out of five or more models
14
In the top three
Meta Oct 2026

Muse Spark Open

Open weights

155.4 #42 of 256
Epoch Capabilities Index
Self-Reported Index 160.1 #29 of 404
  • SciCode 58.5% #5 /49
  • MultiChallenge 74.2% #6 /42
  • SimpleVQA 73.6% #6 /30

Where it ranks

Its best score on each benchmark, and where that ranks among every model with a score there. We rank each model once, at its best setting.

Knowledge and language

BenchmarkScoreRankSource
Humanity's Last Exam 61% #13 of 154 Lab model card
MultiChallenge 74.2% #6 of 42 Official leaderboard
SimpleVQA 73.6% #6 of 30 Lab model card
AA-Omniscience 25.0 #2 of 10 Lab model card
SimpleQA Verified 56.6% #23 of 94 Epoch AI run
HLE Extended 47.9% #9 of 31 Official leaderboard
Extended NYT Connections 78.4% #47 of 103 Official leaderboard
AA-LCR Extended 61.8% #28 of 49 Official leaderboard
HLE-Diamond 28.2% #17 of 20 Official leaderboard

Math and science

BenchmarkScoreRankSource
OTIS Mock AIME 2024-2025 98.1% #35 of 212 Epoch AI run
GPQA Diamond 88.6% #58 of 229 Epoch AI run
FrontierMath Tiers 1-3 v2 69.8% #32 of 92 Epoch AI run
ARC-AGI 89% #39 of 95 Official leaderboard
ARC-AGI-2 57.5% #41 of 98 Official leaderboard
FrontierMath Tier 4 v2 31.7% #36 of 74 Epoch AI run
ArXivMath 27% #6 of 6 Official leaderboard
BrokenArXiv 30.1% #6 of 6 Official leaderboard

Coding

BenchmarkScoreRankSource
SciCode 58.5% #5 of 49 Lab model card
DesignArena Website 1,308 #16 of 151 Official leaderboard
DesignArena UI Component 1,314 #18 of 139 Official leaderboard
DesignArena Code 1,303 #21 of 143 Official leaderboard
ALE-Bench 1,830 #29 of 126 Official leaderboard
DesignArena 3D Design 1,257 #36 of 136 Official leaderboard
DesignArena Game Dev 1,264 #38 of 143 Official leaderboard
Vibe Code Bench 76.2% #43 of 120 Official leaderboard
Code Arena 1,526 #51 of 128 Official leaderboard
SWE-bench Verified Extended 57% #22 of 44 Official leaderboard
SWE Atlas 58% #7 of 14 Lab model card
DesignArena Image to HTML 1,205 #27 of 51 Official leaderboard
Code Migration 21.2% #51 of 78 Official leaderboard
DeepSWE 60% #39 of 56 Lab model card
SWE Atlas Codebase QnA Extended 5.00% #27 of 38 Official leaderboard
SWE-Bench Pro V2 95% #13 of 18 Official leaderboard
SWE-Bench Pro V2 Hard 82.3% #13 of 18 Official leaderboard
Code Migration v1.1 26.9% #25 of 30 Official leaderboard
SWE Atlas v1.1 42.3% #24 of 28 Official leaderboard
FrontierCode 2.0 6.46% #29 of 32 Official leaderboard

Agents and tools

BenchmarkScoreRankSource
MCP Atlas 89.2% #2 of 46 Lab model card
Terminal-Bench 2.1 Extended 46% #3 of 44 Official leaderboard
OSWorld-Verified 80.4% #10 of 41 Lab model card
o11y-bench 85.9% #7 of 22 Official leaderboard
BrowseComp Extended 32% #16 of 42 Official leaderboard
RuneBench 4.61 #42 of 76 Official leaderboard
Terminal-Bench 2.1 76.4% #32 of 56 Lab model card
DuelLab GameBench 2 59.3 #39 of 57 Official leaderboard
Toolathlon-Verified 72.8% #16 of 21 Lab model card
ARC-AGI-3 0.42% #22 of 27 Official leaderboard

Professional work

BenchmarkScoreRankSource
Vals Finance Agent v2 61.3% #3 of 80 Official leaderboard
PRBench 59.8% #2 of 48 Official leaderboard
Harvey LAB v1.1 (HLAB-Vals-1.1) 25% #2 of 38 Official leaderboard
APEX-1 73.9% #6 of 71 Official leaderboard
Harvey LAB (Legal Agent Benchmark) 16.7% #8 of 80 Official leaderboard
Bedside Bench 94.3% #2 of 17 Official leaderboard
FrontierFinance 53.7% #2 of 17 Official leaderboard
GDPval Extended 1.50% #15 of 43 Official leaderboard
Legal Research Bench 38.5% #43 of 93 Official leaderboard
YC-Bench $1,082,376 #30 of 59 Official leaderboard
Tax Agent Bench 26.3% #43 of 84 Official leaderboard
MedXpertQA MM Extended 55.9% #21 of 41 Official leaderboard
APEX-Accounting 58% #26 of 49 Official leaderboard
JobBench 61.8% #8 of 15 Lab model card
Vals Finance Agent v2.1 60.7% #24 of 40 Official leaderboard
Vals Legal Index 68.5% #25 of 38 Official leaderboard
GDPval-AA v2 1,401 #18 of 27 Lab model card
Excel Modeling Benchmark 53.7% #51 of 76 Official leaderboard
Vals Index v2.1 46.6% #38 of 49 Official leaderboard
Hebbia Financial Services Benchmark 49% #8 of 10 Official leaderboard
Vals Finance Index 53% #33 of 40 Official leaderboard
Vals Index v2.2 48.6% #32 of 37 Official leaderboard
Excel Modeling Benchmark v1.1 62% #37 of 42 Official leaderboard
APEX-Agents 33.4% #54 of 61 Collected by Epoch AI, source not named
APEX-Agents 1.1 48.7% #58 of 65 Official leaderboard
GDPx 1.67% #20 of 20 Official leaderboard

Vision, audio and robotics

BenchmarkScoreRankSource
ZeroBench 50% #2 of 31 Lab model card
CharXiv Extended 85.3% #3 of 38 Official leaderboard
BabyVision 80.2% #9 of 26 Lab model card
MMMU-Pro Extended 32.5% #22 of 38 Official leaderboard
VideoMME v2 (with subtitles) 61.5% #4 of 6 Lab model card
Humanity's Sixth Sense 29.6% #23 of 34 Official leaderboard
WorldVQA 49.4% #8 of 9 Lab model card
IntPhys 2 68.3% #1 of 1 Lab model card

Safety and security

BenchmarkScoreRankSource
FORTRESS 7.64% #2 of 73 Official leaderboard
DistressBench 87.7% #2 of 42 Official leaderboard
MASK 98.1% #1 of 19 Lab model card
BioTIER Refuse 95.5% #7 of 69 Official leaderboard
nocot-bench (NCRI) 95.7 #30 of 185 Official leaderboard
PCT (Polarized Contrastive Pairs) 41.3% #18 of 46 Official leaderboard
Agentic misalignment suite (Anthropic) 0% #3 of 7 Lab model card
BioSecBench-Refusal 34.9% #11 of 22 Official leaderboard
StrongREJECT v2 (Meta) 0.50% #2 of 4 Lab model card
OncologyBench 12% #24 of 30 Official leaderboard
BioTIER Permit 92.4% #59 of 69 Official leaderboard
CheatBench 84.2% #10 of 10 Official leaderboard

Other

BenchmarkScoreRankSource
CAIS Risk Index 39.1 #14 of 67 Official leaderboard
CAIS Vision Capabilities Index 59.4 #17 of 53 Official leaderboard
CAIS Text Capabilities Index 36.3 #30 of 68 Official leaderboard
SAGE v1.1 (Vals) 85.8% #14 of 29 Official leaderboard
Artificial Analysis Intelligence Index v4.3 39.0 #3 of 4 Lab model card
LiveBench 48.5% #27 of 31 Official leaderboard

Its lab's numbers put it at 160.1, 4.7 points above its ECI

The Self-Reported Index fits one score to the 14 capability results Meta reported for this model, on the scale of the Epoch Capabilities Index. Labs choose which benchmarks to show and how to run them, so read it as the lab's claim, not an independent measurement. The 90% interval runs from 157.7 to 162.6. How we compute it.

Its lab's numbers next to 3 leaderboards

Where the benchmark's own leaderboard, or Epoch AI's run, also has this model. Gaps mostly come from different harnesses, effort levels and task subsets. Every pair.

Benchmark Lab says Board says Gap
HLE-Diamond 26.1% HLE-Diamond (no tools) 28.2% Leaderboard, max −2.1 pts
FORTRESS 5.80% FORTRESS adversarial (static), ARS 5.8 / ORS 17.4, lower is better 7.64% Leaderboard +1.8 pts
GPQA Diamond 89% GPQA Diamond 88.6% Epoch AI run, xhigh +0.4 pts

Meta's models over time

Meta's models in color, against every other model on the Epoch Capabilities Index, by release date.

50 100 150 2023 2024 2025 2026 2027 Muse Spark Open Llama 4 Maverick Llama 3.2 90B Llama 3.1-8B Llama 2-13B Llama 2-70B Llama 2-7B 50 100 150 2023 2024 2025 2026 2027 Muse Spark Open Llama 4 Maverick

Source: Epoch Capabilities Index, Epoch AI (CC BY 4.0)

Its launch post

The benchmarks the lab chose to headline, with the scores it gave.