Compare Models
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Muse Spark 1.2Hy4 Preview
| Vals IndexGDP-weighted benchmark | 49.29%±1.10 | 49.94%±1.15 |
| Legal Research BenchAgentic US legal research | 43.75%±3.45 | 45.19%±3.46 |
| Finance Agent (v2)Core financial analyst tasks | 60.60%±0.28 | 55.06%±0.31 |
| Tax Agent BenchAgentic US corporate tax research | 56.86%±2.32 | 63.71%±3.26 |
| MedCodeMedical billing code support | 49.35%±2.19 | 43.25%±2.13 |
| Terminal-Bench ScienceExpert-authored scientific research workflows | N/A | 1.43%±1.43 |
| Code MigrationRewriting programs in new languages | 29.95%±4.02 | 47.43%±4.27 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 6.06%±1.51 | 8.08%±1.34 |
| Vibe Code Bench v1.1Building web apps from scratch | 79.10%±3.31 | 77.48%±4.04 |
Benchmarks
Vals Index *
Muse Spark 1.2
0.00%± 1.10
(43/43)Hy4 Preview
0.00%± 1.15
(43/43)Legal Research Bench *
Muse Spark 1.2
0.00%± 3.45
(73/73)Hy4 Preview
0.00%± 3.46
(73/73)Finance Agent (v2) *
Muse Spark 1.2
0.00%± 0.28
(74/74)Hy4 Preview
0.00%± 0.31
(74/74)Tax Agent Bench *
Muse Spark 1.2
0.00%± 2.32
(65/65)Hy4 Preview
0.00%± 3.26
(65/65)MedCode *
Muse Spark 1.2
0.00%± 2.19
(104/104)Hy4 Preview
0.00%± 2.13
(104/104)Terminal-Bench Science
Muse Spark 1.2
N/AHy4 Preview
0.00%± 1.43
(38/38)Code Migration *
Muse Spark 1.2
0.00%± 4.02
(73/73)Hy4 Preview
0.00%± 4.27
(73/73)Terminal-Bench 4.0
Muse Spark 1.2
0.00%± 1.51
(43/43)Hy4 Preview
0.00%± 1.34
(43/43)Vibe Code Bench v1.1 *
Muse Spark 1.2
0.00%± 3.31
(108/108)Hy4 Preview
0.00%± 4.04
(108/108)Overall performance
Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, and law
Comparison by Industry
Model performance on different sections of the economy.
Legal
51.48%
vs.46.04%
Finance
64.05%
vs.58.95%
Healthcare
69.70%
vs.63.42%
Math
43.00%
vs.75.00%
Science
64.81%
vs.35.34%
Academic
87.20%
vs.N/A
Education
47.66%
vs.N/A
Coding
39.58%
vs.38.47%
Cyber
69.52%
vs.33.82%
Social Mobility
68.47%
vs.68.61%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$1.942
$1.439
Cost / TestVals Index
$1.942
vs.$1.439
Input Cost/ 1M Tokens
$1.25
vs.$0.834
Input Cache Read/ 1M Tokens
$0.15
vs.$0.042
Output Cost/ 1M Tokens
$4.25
vs.$2.501
Model Metadata
Basic information about each model.
| Model provider | ||
| Latency | 1376.30s | 3656.53s |
| Cost (In/Out) | $1.25 / $4.25 | $0.834 / $2.501 |
| Context Window | 1M | 1M |
| Max Output Token | 131k | 64k |
| Input Modality |