Compare Models
Select models (max 5)
Muse Spark 1.2GLM 5.3
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 49.29%±1.10 | 53.51%±1.30 |
| Legal Research BenchAgentic US legal research | 43.75%±3.45 | 49.04%±3.48 |
| Finance Agent (v2)Core financial analyst tasks | 60.60%±0.28 | 55.84%±2.07 |
| Tax Agent BenchAgentic US corporate tax research | 56.86%±2.32 | 73.09%±2.97 |
| MedCodeMedical billing code support | 49.35%±2.19 | 42.86%±2.11 |
| Terminal-Bench ScienceExpert-authored scientific research workflows | N/A | 5.71%±2.79 |
| Code MigrationRewriting programs in new languages | 29.95%±4.02 | 44.22%±4.29 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 6.06%±1.51 | 38.89%±1.82 |
| Vibe Code Bench v1.1Building web apps from scratch | 79.10%±3.31 | 78.13%±3.94 |
Benchmarks
Vals Index *
Muse Spark 1.2
0.00%± 1.10
(43/43)GLM 5.3
0.00%± 1.30
(43/43)Legal Research Bench *
Muse Spark 1.2
0.00%± 3.45
(73/73)GLM 5.3
0.00%± 3.48
(73/73)Finance Agent (v2) *
Muse Spark 1.2
0.00%± 0.28
(74/74)GLM 5.3
0.00%± 2.07
(74/74)Tax Agent Bench *
Muse Spark 1.2
0.00%± 2.32
(65/65)GLM 5.3
0.00%± 2.97
(65/65)MedCode *
Muse Spark 1.2
0.00%± 2.19
(104/104)GLM 5.3
0.00%± 2.11
(104/104)Terminal-Bench Science
Muse Spark 1.2
N/AGLM 5.3
0.00%± 2.79
(38/38)Code Migration *
Muse Spark 1.2
0.00%± 4.02
(73/73)GLM 5.3
0.00%± 4.29
(73/73)Terminal-Bench 4.0
Muse Spark 1.2
0.00%± 1.51
(43/43)GLM 5.3
0.00%± 1.82
(43/43)Vibe Code Bench v1.1 *
Muse Spark 1.2
0.00%± 3.31
(108/108)GLM 5.3
0.00%± 3.94
(108/108)Overall performance
Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, and law
•2026-10-02
Comparison by Industry
Model performance on different sections of the economy.
Legal
51.48%
vs.47.40%
Finance
64.05%
vs.64.41%
Healthcare
69.70%
vs.65.84%
Math
43.00%
vs.49.00%
Science
64.81%
vs.14.34%
Academic
87.20%
vs.87.45%
Education
47.66%
vs.N/A
Coding
39.58%
vs.52.74%
Cyber
69.52%
vs.72.08%
Social Mobility
68.47%
vs.68.54%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$1.942
$7.249
Cost / TestVals Index
$1.942
vs.$7.249
Input Cost/ 1M Tokens
$1.25
vs.$1.40
Input Cache Read/ 1M Tokens
$0.15
vs.$0.26
Output Cost/ 1M Tokens
$4.25
vs.$4.40
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Meta | zAI |
| Latency | 1376.30s | 4392.77s |
| Cost (In/Out) | $1.25 / $4.25 | $1.4 / $4.4 |
| Context Window | 1M | 1M |
| Max Output Token | 131k | 128k |
| Input Modality |