Model comparison
Muse Spark vs Nova 2.0 Pro Preview
Muse Spark is the stronger model overall, scoring 50.6 to 33.4 on the Noometry Index.
Last verified . 2 shared benchmarks.
MetaSummary
- They share 2 benchmarks with published results for both. Muse Spark scores higher in 2 categories and Nova 2.0 Pro Preview in 0 categories; 2 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Muse Spark leads 35.9 to 22.4.
- The biggest single-benchmark swing is CritPt: 11.3% for Muse Spark and 0% for Nova 2.0 Pro Preview.
Side by side
| Muse Spark | Nova 2.0 Pro Preview | |
|---|---|---|
| Provider | Meta | Amazon |
| Noometry Index | 50.6 | 33.4 |
| Released | 2026-04-08 | 2025-12-02 |
| Weights | Proprietary | Proprietary |
| Context window | — | — |
| Max output | — | — |
| Input $ / M tokens | — | — |
| Output $ / M tokens | — | — |
| Results tracked | 27 | 3 |
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Category by category
Coding Muse Spark leads
Muse Spark: 46.2 (#69), Nova 2.0 Pro Preview: 40.8 (#133)
| Benchmark | Muse Spark | Nova 2.0 Pro Preview |
|---|---|---|
| SciCode | 51.5% | 42.7% |
| LMArena Coding | 1481 | — |
Agentic & Tool Use Not comparable
Muse Spark: —, Nova 2.0 Pro Preview: 21.9 (#136)
| Benchmark | Muse Spark | Nova 2.0 Pro Preview |
|---|---|---|
| GDP.pdf | — | 2% |
Reasoning Muse Spark leads
Muse Spark: 35.9 (#67), Nova 2.0 Pro Preview: 22.4 (#194)
| Benchmark | Muse Spark | Nova 2.0 Pro Preview |
|---|---|---|
| CritPt | 11.3% | 0% |
| LMArena Hard Prompts | 1474 | — |
| Epoch Capabilities Index | 152.04 | — |
Math Not comparable
Muse Spark: 47.8 (#66), Nova 2.0 Pro Preview: —
| Benchmark | Muse Spark | Nova 2.0 Pro Preview |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 88.9% | — |
| ProofBench | 17% | — |
| LMArena Math | 1455 | — |
| FrontierMath (Feb 2025 set) | 39% | — |
| FrontierMath Tier 4 (v1) | 14.6% | — |
Knowledge Not comparable
Muse Spark: 65.7 (#13), Nova 2.0 Pro Preview: —
| Benchmark | Muse Spark | Nova 2.0 Pro Preview |
|---|---|---|
| GPQA Diamond | 89.8% | — |
| Humanity's Last Exam | 40.6% | — |
| LMArena Expert | 1457 | — |
Multimodal Not comparable
Muse Spark: 43.4 (#24), Nova 2.0 Pro Preview: —
| Benchmark | Muse Spark | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Vision | 1306 | — |
| LMArena Document | 1444 | — |
Multilingual Not comparable
Muse Spark: 56.1 (#24), Nova 2.0 Pro Preview: —
| Benchmark | Muse Spark | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Non-English | 1464 | — |
| LMArena Chinese | 1509 | — |
| LMArena French | 1497 | — |
| LMArena German | 1497 | — |
| LMArena Korean | 1459 | — |
| LMArena Russian | 1466 | — |
| LMArena Spanish | 1472 | — |
Instruction Following Not comparable
Muse Spark: 75.9 (#51), Nova 2.0 Pro Preview: —
| Benchmark | Muse Spark | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Instruction Following | 1442 | — |
Long Context Not comparable
Muse Spark: 44.4 (#69), Nova 2.0 Pro Preview: —
| Benchmark | Muse Spark | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Longer Query | 1451 | — |
Writing & Preference Not comparable
Muse Spark: 66.0 (#39), Nova 2.0 Pro Preview: —
| Benchmark | Muse Spark | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Text | 1474 | — |
| LMArena Creative Writing | 1459 | — |
| LMArena Multi-Turn | 1477 | — |
Frequently asked questions
Is Muse Spark better than Nova 2.0 Pro Preview?
Muse Spark is the stronger model overall, scoring 50.6 to 33.4 on the Noometry Index.
Is Muse Spark or Nova 2.0 Pro Preview better for coding?
Muse Spark scores higher on coding benchmarks: 46.2 versus 40.8 in the Noometry coding category.
How many benchmarks do Muse Spark and Nova 2.0 Pro Preview share?
2 benchmarks have published results for both models. Muse Spark has 27 scored results on Noometry and Nova 2.0 Pro Preview has 3.