# Magistral Medium vs Muse Spark

> Muse Spark is the stronger model overall, scoring 50.3 to 34.8 on the Noometry Index.

- Canonical page: https://noometry.com/compare/magistral-medium-vs-muse-spark
- Last updated: 2026-10-10
- Shared benchmarks: 18

## Summary

- They share 18 benchmarks with published results for both. Magistral Medium scores higher in 0 categories and Muse Spark in 8 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Muse Spark leads 65.7 to 32.9.
- The biggest single-benchmark swing is SciCode: 39.2% for Magistral Medium and 51.5% for Muse Spark.
- Magistral Medium has downloadable open weights; the other is API-only.

## Snapshot

| | Magistral Medium | Muse Spark |
|---|---|---|
| Provider | Mistral AI | Meta |
| Noometry Index | 34.8 | 50.3 |
| Rank | 224 | 41 |
| Context | 128K | — |
| Input $/M | $2 | — |
| Output $/M | $5 | — |
| Weights | Open | Proprietary |

## Coding

- Magistral Medium: 38.6 (#161)
- Muse Spark: 45.6 (#65)

| Benchmark | Magistral Medium | Muse Spark |
|---|---|---|
| SciCode | 39.2% | 51.5% |
| LMArena Coding | 1319 | 1482 |

## Reasoning

- Magistral Medium: 8.7 (#342)
- Muse Spark: 34.9 (#61)

| Benchmark | Magistral Medium | Muse Spark |
|---|---|---|
| CritPt | 0.3% | 11.3% |
| LMArena Hard Prompts | 1267 | 1475 |
| ARC-AGI-2 | 0% | — |
| Kagi LLM Benchmark | 16.2% | — |
| ARC-AGI-1 | 6.1% | — |
| Epoch Capabilities Index | — | 152.09 |

## Math

- Magistral Medium: 32.4 (#187)
- Muse Spark: 46.8 (#57)

| Benchmark | Magistral Medium | Muse Spark |
|---|---|---|
| LMArena Math | 1249 | 1455 |
| OTIS Mock AIME 2024-2025 | — | 88.9% |
| ProofBench | — | 17% |
| FrontierMath (Feb 2025 set) | — | 39% |
| FrontierMath Tier 4 (v1) | — | 14.6% |

## Knowledge

- Magistral Medium: 32.9 (#199)
- Muse Spark: 65.7 (#12)

| Benchmark | Magistral Medium | Muse Spark |
|---|---|---|
| LMArena Expert | 1222 | 1458 |
| GPQA Diamond | — | 89.8% |
| Humanity's Last Exam | — | 40.6% |

## Multimodal

- Magistral Medium: —
- Muse Spark: 42.7 (#23)

| Benchmark | Magistral Medium | Muse Spark |
|---|---|---|
| LMArena Vision | — | 1306 |
| LMArena Document | — | 1444 |

## Multilingual

- Magistral Medium: 39.8 (#219)
- Muse Spark: 56.3 (#23)

| Benchmark | Magistral Medium | Muse Spark |
|---|---|---|
| LMArena Non-English | 1232 | 1464 |
| LMArena Chinese | 1225 | 1507 |
| LMArena French | 1268 | 1497 |
| LMArena German | 1248 | 1497 |
| LMArena Korean | 1125 | 1457 |
| LMArena Russian | 1224 | 1467 |
| LMArena Spanish | 1269 | 1471 |
| LMArena Japanese | 1176 | — |

## Instruction Following

- Magistral Medium: 66.2 (#207)
- Muse Spark: 76.1 (#47)

| Benchmark | Magistral Medium | Muse Spark |
|---|---|---|
| LMArena Instruction Following | 1254 | 1443 |

## Long Context

- Magistral Medium: 39.3 (#178)
- Muse Spark: 44.4 (#65)

| Benchmark | Magistral Medium | Muse Spark |
|---|---|---|
| LMArena Longer Query | 1295 | 1451 |

## Writing & Preference

- Magistral Medium: 46.5 (#214)
- Muse Spark: 66.2 (#37)

| Benchmark | Magistral Medium | Muse Spark |
|---|---|---|
| LMArena Text | 1255 | 1474 |
| LMArena Creative Writing | 1245 | 1460 |
| LMArena Multi-Turn | 1275 | 1477 |

## FAQ

### Is Magistral Medium better than Muse Spark?

Muse Spark is the stronger model overall, scoring 50.3 to 34.8 on the Noometry Index.

### Is Magistral Medium or Muse Spark better for coding?

Muse Spark scores higher on coding benchmarks: 45.6 versus 38.6 in the Noometry coding category.

### How many benchmarks do Magistral Medium and Muse Spark share?

18 benchmarks have published results for both models. Magistral Medium has 22 scored results on Noometry and Muse Spark has 27.