Model comparison
Muse Spark vs NVILA 8B
Muse Spark has enough public results to be ranked (#46); NVILA 8B does not yet, so treat this comparison as directional.
Last verified . 0 shared benchmarks.
Meta
NVIDIASummary
- The widest gap is in multimodal, where Muse Spark leads 43.4 to 35.0.
- NVILA 8B has downloadable open weights; the other is API-only.
Side by side
| Muse Spark | NVILA 8B | |
|---|---|---|
| Provider | Meta | NVIDIA |
| Noometry Index | 50.6 | 37.3 |
| Released | 2026-04-08 | 2024-12-10 |
| Weights | Proprietary | Open |
| Context window | — | — |
| Max output | — | — |
| Input $ / M tokens | — | — |
| Output $ / M tokens | — | — |
| Results tracked | 27 | 1 |
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Category by category
Coding Not comparable
Muse Spark: 46.2 (#69), NVILA 8B: —
| Benchmark | Muse Spark | NVILA 8B |
|---|---|---|
| SciCode | 51.5% | — |
| LMArena Coding | 1481 | — |
Reasoning Not comparable
Muse Spark: 35.9 (#67), NVILA 8B: —
| Benchmark | Muse Spark | NVILA 8B |
|---|---|---|
| CritPt | 11.3% | — |
| LMArena Hard Prompts | 1474 | — |
| Epoch Capabilities Index | 152.04 | — |
Math Not comparable
Muse Spark: 47.8 (#66), NVILA 8B: —
| Benchmark | Muse Spark | NVILA 8B |
|---|---|---|
| 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), NVILA 8B: —
| Benchmark | Muse Spark | NVILA 8B |
|---|---|---|
| GPQA Diamond | 89.8% | — |
| Humanity's Last Exam | 40.6% | — |
| LMArena Expert | 1457 | — |
Multimodal Muse Spark leads
Muse Spark: 43.4 (#24), NVILA 8B: 35.0
| Benchmark | Muse Spark | NVILA 8B |
|---|---|---|
| LMArena Vision | 1306 | — |
| Video-MME | — | 64.2% |
| LMArena Document | 1444 | — |
Multilingual Not comparable
Muse Spark: 56.1 (#24), NVILA 8B: —
| Benchmark | Muse Spark | NVILA 8B |
|---|---|---|
| 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), NVILA 8B: —
| Benchmark | Muse Spark | NVILA 8B |
|---|---|---|
| LMArena Instruction Following | 1442 | — |
Long Context Not comparable
Muse Spark: 44.4 (#69), NVILA 8B: —
| Benchmark | Muse Spark | NVILA 8B |
|---|---|---|
| LMArena Longer Query | 1451 | — |
Writing & Preference Not comparable
Muse Spark: 66.0 (#39), NVILA 8B: —
| Benchmark | Muse Spark | NVILA 8B |
|---|---|---|
| LMArena Text | 1474 | — |
| LMArena Creative Writing | 1459 | — |
| LMArena Multi-Turn | 1477 | — |
Frequently asked questions
Is Muse Spark better than NVILA 8B?
Muse Spark has enough public results to be ranked (#46); NVILA 8B does not yet, so treat this comparison as directional.
How many benchmarks do Muse Spark and NVILA 8B share?
0 benchmarks have published results for both models. Muse Spark has 27 scored results on Noometry and NVILA 8B has 1.