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Muse Spark OpenGLM 5.3 Flash
| Vals IndexGDP-weighted benchmark | 48.57%±1.09 | 50.86%±1.25 |
| Legal Research BenchAgentic US legal research | 38.46%±3.38 | 45.19%±3.46 |
| Finance Agent v2.1Core financial analyst tasks | 60.66%±2.06 | 60.59%±2.03 |
| Tax Agent BenchAgentic US corporate tax research | 26.32%±2.65 | 31.55%±3.35 |
| Terminal-Bench-ScienceExpert-authored scientific research workflows | N/A | 2.86%±2.01 |
| Code Migration v1.1Rewriting programs in new languages | 26.89%±3.23 | 51.65%±2.99 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 6.57%±0.51 | 37.37%±2.67 |
| Vibe Code Bench v1.1Building web apps from scratch | 76.19%±3.32 | 30.76%±5.28 |
Benchmarks
Vals Index *
Muse Spark Open
0.00%± 1.09
(26/26)GLM 5.3 Flash
0.00%± 1.25
(26/26)Legal Research Bench *
Muse Spark Open
0.00%± 3.38
(84/84)GLM 5.3 Flash
0.00%± 3.46
(84/84)Finance Agent v2.1 *
Muse Spark Open
0.00%± 2.06
(30/30)GLM 5.3 Flash
0.00%± 2.03
(30/30)Tax Agent Bench *
Muse Spark Open
0.00%± 2.65
(75/75)GLM 5.3 Flash
0.00%± 3.35
(75/75)Terminal-Bench-Science
Muse Spark Open
N/AGLM 5.3 Flash
0.00%± 2.01
(42/42)Code Migration v1.1 *
Muse Spark Open
0.00%± 3.23
(28/28)GLM 5.3 Flash
0.00%± 2.99
(28/28)Terminal-Bench 4.0
Muse Spark Open
0.00%± 0.51
(54/54)GLM 5.3 Flash
0.00%± 2.67
(54/54)Vibe Code Bench v1.1 *
Muse Spark Open
0.00%± 3.32
(118/118)GLM 5.3 Flash
0.00%± 5.28
(118/118)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
31.73%
vs.46.51%
Finance
49.66%
vs.58.50%
Healthcare
N/A
vs.88.94%
Math
N/A
vs.21.00%
Science
N/A
vs.2.86%
Academic
N/A
vs.86.14%
Coding
36.55%
vs.44.55%
Cyber
N/A
vs.34.31%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$4.718
$1.134
Cost / TestVals Index
$4.718
vs.$1.134
Input Cost/ 1M Tokens
$1.25
vs.$0.075
Input Cache Read/ 1M Tokens
$0.15
vs.$0.015
Output Cost/ 1M Tokens
$4.25
vs.$0.25
Model Metadata
Basic information about each model.
| Model provider | ||
| Latency | 4925.41s | 3830.63s |
| Cost (In/Out) | $1.25 / $4.25 | $0.075 / $0.25 |
| Context Window | 1M | 1M |
| Max Output Token | 131k | 128k |
| Input Modality |