Benchmark Almanac

Muse Wonder

Muse Wonder ranks first on 2 of the 93 benchmarks it has scores on.

Meta Released 12 Oct 2026
95
Benchmarks with a score
2
Ranked first, out of five or more models
17
In the top three
Meta Oct 2026

Muse Wonder

Closed weights

161.7 #13 of 271
Epoch Capabilities Index
  • Agents' Last Exam 38.5% #7 /12
  • HealthBench Professional 60.5% #15 /25
  • Harvey LAB (Legal Agent Benchmark) 17.1% #7 /80

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
LMArena (Elo) 1,507 #4 of 333 Official leaderboard
Creative Writing v3 81.1 #7 of 120 Official leaderboard
EQ-Bench 4 1,325 #3 of 32 Official leaderboard
Extended NYT Connections 93.4% #12 of 97 Official leaderboard
BullshitBench V2 57.6% #35 of 122 Official leaderboard
HLE-Diamond 40.6% #9 of 18 Official leaderboard

Math and science

BenchmarkScoreRankSource
OTIS Mock AIME 2024-2025 99.4% #16 of 202 Epoch AI
CritPt 28.3% #14 of 160 Epoch AI
DTBench 92% #22 of 178 Official leaderboard
ProofBench 84% #12 of 83 Epoch AI
FrontierMath Tiers 1-3 v2 82.1% #17 of 89 Epoch AI
FrontierMath Tier 4 v2 70.7% #16 of 71 Epoch AI
ProofBench v1.1 84% #13 of 51 Official leaderboard
MysteryMechanism 27.5% #15 of 29 Official leaderboard
CritPt v2 69.7% #8 of 11 Official leaderboard

Coding

BenchmarkScoreRankSource
DeepSWE 78.8% #2 of 51 Model card
Code Migration 62.5% #6 of 78 Official leaderboard
SWE-Marathon v1.1 52.5% #2 of 17 Official leaderboard
Code Arena 1,652 #18 of 124 Official leaderboard
ProgramBench 5.50% #4 of 25 Official leaderboard
Code Migration v1.1 72.4% #5 of 29 Official leaderboard
Vibe Code Bench 83.1% #22 of 115 Official leaderboard
Vibe Code Bench 1-100 26.6% #6 of 26 Official leaderboard
CursorBench 50.4% #5 of 19 Epoch AI
SWE-Marathon 53.1% #3 of 11 Model card
SWE-Bench Pro V2 Hard 90.2% #5 of 16 Official leaderboard
IOI v2 (Vals) 66.9% #16 of 45 Official leaderboard
SWE-Bench Pro V2 96.7% #6 of 16 Official leaderboard
WeirdML v3 15.2% #11 of 25 Official leaderboard
MirrorCode 45.6% #14 of 28 Epoch AI
FrontierCode 2.0 24.3% #13 of 26 Official leaderboard
FrontierCS 2 20.8% #10 of 16 Official leaderboard
Web Clone Bench 3.70% #6 of 9 Official leaderboard
OpenDesign Arena 76.2 #15 of 19 Official leaderboard

Agents and tools

BenchmarkScoreRankSource
LisanBench 27973.3 #2 of 133 Official leaderboard
Mystery Game Puzzles 51% #13 of 80 Epoch AI
Agent Arena 0.03 #15 of 53 Official leaderboard
Terminal-Bench 4.0 52% #9 of 23 Model card
AutomationBench 39.1% #19 of 41 Model card
EBR-bench 31.4% #13 of 28 Epoch AI
CUA-bench 7.17% #6 of 9 Official leaderboard
OSWorld 2.1 72.6% #5 of 5 Model card
FocusBench (Meta) 44.9% #2 of 2 Model card

Professional work

BenchmarkScoreRankSource
TaxCalcBench v2 77.5% #1 of 26 Official leaderboard
PRBench 58.4% #3 of 44 Official leaderboard
Harvey LAB (Legal Agent Benchmark) 17.1% #7 of 80 Official leaderboard
Legal Research Bench 50.5% #8 of 88 Official leaderboard
Harvey LAB v1.1 (HLAB-Vals-1.1) 23.8% #3 of 33 Official leaderboard
Legora BAR 105.0 #2 of 17 Official leaderboard
Public Benefits Bench 70.2% #6 of 50 Official leaderboard
Vals Legal Index 75.3% #4 of 33 Official leaderboard
APEX-Agents 66.1% #8 of 56 Epoch AI
Tax Agent Bench 36.3% #13 of 79 Official leaderboard
Vending-Bench 2 $9,432 #11 of 66 Official leaderboard
JobBench 70.5% #2 of 12 Model card
PharmaBench (micro1) 17.2% #2 of 12 Official leaderboard
FrontierFinance 52.6% #3 of 16 Official leaderboard
Vals Finance Agent v2.1 65.5% #7 of 35 Official leaderboard
Vals Finance Index 61.2% #7 of 35 Official leaderboard
Immigration Bench 69.6% #5 of 24 Official leaderboard
Vals Index v2.2 64.9% #7 of 32 Official leaderboard
PolicyBench 90% #11 of 50 Official leaderboard
Vals Finance Agent v2 56.6% #18 of 80 Official leaderboard
Excel Modeling Benchmark 67.1% #19 of 76 Official leaderboard
micro1 Medical Index 70.8% #2 of 8 Official leaderboard
Excel Modeling Benchmark v1.1 72.5% #10 of 37 Official leaderboard
EEBench 62.7% #8 of 26 Official leaderboard
RealmPathology 76.4% #4 of 13 Official leaderboard
MissionReport 62.1% #5 of 9 Official leaderboard
Agents' Last Exam 38.5% #7 of 12 Official leaderboard
HealthBench Professional 60.5% #15 of 25 Model card
RWE-bench 0% #11 of 11 Official leaderboard

Vision, audio and robotics

BenchmarkScoreRankSource
GDP.pdf 30.8% #4 of 39 Epoch AI
Humanity's Sixth Sense 43.7% #5 of 29 Official leaderboard
VoxelBench 1,872 #17 of 56 Official leaderboard
Furniture Assembly Benchmark 54.2% #12 of 35 Epoch AI
DataCenterBench Tier 1 16.7% #5 of 9 Official leaderboard
Dual-Arm Sim 9.50 #8 of 10 Official leaderboard
RoboColiseum 42.3% #8 of 9 Official leaderboard

Safety and security

BenchmarkScoreRankSource
CyberBench v1.1 (Vals) 80.4% #1 of 43 Official leaderboard
DistressBench 85.9% #3 of 42 Official leaderboard
BioSecBench-Refusal 55.3% #2 of 22 Official leaderboard
PCT (Polarized Contrastive Pairs) 33.3% #5 of 46 Official leaderboard
OncologyBench 24% #8 of 30 Official leaderboard
CheatBench 12.7% #3 of 10 Official leaderboard
WellnessBench 55% #7 of 12 Official leaderboard

Other

BenchmarkScoreRankSource
CAIS Risk Index 32.4 #5 of 65 Official leaderboard
LMCA 56.8% #12 of 139 Epoch AI
Conceptual Reasoning Index 67.7 #13 of 149 Official leaderboard
CAIS Vision Capabilities Index 71.2 #5 of 53 Official leaderboard
ACCoRD 76.2 #22 of 150 Official leaderboard
CAIS Text Capabilities Index 47.6 #11 of 66 Official leaderboard
LiveBench 74.2% #8 of 28 Official leaderboard
Vals Science Index 39.1% #11 of 23 Official leaderboard
Artificial Analysis Intelligence Index v4.3 52.0 #2 of 4 Model card

Meta's models over time

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

50 75 100 125 150 175 2023 2024 2025 2026 2027 Muse Spark Open Muse Wonder Llama 4 Maverick Llama 3.2 90B Llama 3.1-8B Llama 2-13B Llama 2-70B 50 75 100 125 150 175 2023 2024 2025 2026 2027 Muse Spark Open Llama 4 Maverick

Its launch post

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

Its system card

Every result in the longer documents the lab published with it.