Model comparison
Muse Spark vs Qwen3-VL 235B-A22B
Muse Spark is the stronger model overall, scoring 50.3 to 42.5 on the Noometry Index.
Last verified . 17 shared benchmarks.
Meta
Alibaba (Qwen)Summary
- They share 17 benchmarks with published results for both. Muse Spark scores higher in 9 categories and Qwen3-VL 235B-A22B in 0 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Muse Spark leads 65.7 to 39.6.
- Qwen3-VL 235B-A22B has downloadable open weights; the other is API-only.
Side by side
| Muse Spark | Qwen3-VL 235B-A22B | |
|---|---|---|
| Provider | Meta | Alibaba (Qwen) |
| Noometry Index | 50.3 | 42.5 |
| Released | 2026-04-08 | 2025-04 |
| Weights | Proprietary | Open |
| Context window | — | 131K |
| Max output | — | 33K |
| Input $ / M tokens | — | $0.70 |
| Output $ / M tokens | — | $2.80 |
| Results tracked | 27 | 18 |
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Category by category
Coding Muse Spark leads
Muse Spark: 45.6 (#65), Qwen3-VL 235B-A22B: 41.8 (#103)
| Benchmark | Muse Spark | Qwen3-VL 235B-A22B |
|---|---|---|
| LMArena Coding | 1482 | 1438 |
| SciCode | 51.5% | — |
Reasoning Muse Spark leads
Muse Spark: 34.9 (#61), Qwen3-VL 235B-A22B: 28.1 (#92)
| Benchmark | Muse Spark | Qwen3-VL 235B-A22B |
|---|---|---|
| LMArena Hard Prompts | 1475 | 1428 |
| CritPt | 11.3% | — |
| Epoch Capabilities Index | 152.09 | — |
Math Muse Spark leads
Muse Spark: 46.8 (#57), Qwen3-VL 235B-A22B: 36.2 (#120)
| Benchmark | Muse Spark | Qwen3-VL 235B-A22B |
|---|---|---|
| LMArena Math | 1455 | 1426 |
| OTIS Mock AIME 2024-2025 | 88.9% | — |
| ProofBench | 17% | — |
| FrontierMath (Feb 2025 set) | 39% | — |
| FrontierMath Tier 4 (v1) | 14.6% | — |
Knowledge Muse Spark leads
Muse Spark: 65.7 (#12), Qwen3-VL 235B-A22B: 39.6 (#120)
| Benchmark | Muse Spark | Qwen3-VL 235B-A22B |
|---|---|---|
| LMArena Expert | 1458 | 1440 |
| GPQA Diamond | 89.8% | — |
| Humanity's Last Exam | 40.6% | — |
Multimodal Muse Spark leads
Muse Spark: 42.7 (#23), Qwen3-VL 235B-A22B: 39.1 (#50)
| Benchmark | Muse Spark | Qwen3-VL 235B-A22B |
|---|---|---|
| LMArena Vision | 1306 | 1247 |
| LMArena Document | 1444 | — |
Multilingual Muse Spark leads
Muse Spark: 56.3 (#23), Qwen3-VL 235B-A22B: 52.1 (#92)
| Benchmark | Muse Spark | Qwen3-VL 235B-A22B |
|---|---|---|
| LMArena Non-English | 1464 | 1405 |
| LMArena Chinese | 1507 | 1462 |
| LMArena French | 1497 | 1448 |
| LMArena German | 1497 | 1424 |
| LMArena Korean | 1457 | 1395 |
| LMArena Russian | 1467 | 1409 |
| LMArena Spanish | 1471 | 1427 |
| LMArena Japanese | — | 1385 |
Instruction Following Muse Spark leads
Muse Spark: 76.1 (#47), Qwen3-VL 235B-A22B: 74.4 (#95)
| Benchmark | Muse Spark | Qwen3-VL 235B-A22B |
|---|---|---|
| LMArena Instruction Following | 1443 | 1407 |
Long Context Muse Spark leads
Muse Spark: 44.4 (#65), Qwen3-VL 235B-A22B: 43.4 (#93)
| Benchmark | Muse Spark | Qwen3-VL 235B-A22B |
|---|---|---|
| LMArena Longer Query | 1451 | 1420 |
Writing & Preference Muse Spark leads
Muse Spark: 66.2 (#37), Qwen3-VL 235B-A22B: 60.4 (#94)
| Benchmark | Muse Spark | Qwen3-VL 235B-A22B |
|---|---|---|
| LMArena Text | 1474 | 1420 |
| LMArena Creative Writing | 1460 | 1367 |
| LMArena Multi-Turn | 1477 | 1428 |
Frequently asked questions
Is Muse Spark better than Qwen3-VL 235B-A22B?
Muse Spark is the stronger model overall, scoring 50.3 to 42.5 on the Noometry Index.
Is Muse Spark or Qwen3-VL 235B-A22B better for coding?
Muse Spark scores higher on coding benchmarks: 45.6 versus 41.8 in the Noometry coding category.
How many benchmarks do Muse Spark and Qwen3-VL 235B-A22B share?
17 benchmarks have published results for both models. Muse Spark has 27 scored results on Noometry and Qwen3-VL 235B-A22B has 18.