# Muse Spark vs Olmo 3.1 32b Instruct

> Muse Spark is the stronger model overall, scoring 50.6 to 39.4 on the Noometry Index.

- Canonical page: https://noometry.com/compare/muse-spark-vs-olmo-3-1-32b-instruct
- Last updated: 2026-10-10
- Shared benchmarks: 16

## Summary

- They share 16 benchmarks with published results for both. Muse Spark scores higher in 8 categories and Olmo 3.1 32b Instruct in 0 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Muse Spark leads 65.7 to 36.1.
- Olmo 3.1 32b Instruct has downloadable open weights; the other is API-only.

## Snapshot

| | Muse Spark | Olmo 3.1 32b Instruct |
|---|---|---|
| Provider | Meta | Allen Institute for AI (Ai2) |
| Noometry Index | 50.6 | 39.4 |
| Rank | 46 | 168 |
| Context | — | — |
| Input $/M | — | — |
| Output $/M | — | — |
| Weights | Proprietary | Open |

## Coding

- Muse Spark: 46.2 (#69)
- Olmo 3.1 32b Instruct: 39.5 (#157)

| Benchmark | Muse Spark | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Coding | 1481 | 1347 |
| SciCode | 51.5% | — |

## Reasoning

- Muse Spark: 35.9 (#67)
- Olmo 3.1 32b Instruct: 26.4 (#132)

| Benchmark | Muse Spark | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Hard Prompts | 1474 | 1322 |
| CritPt | 11.3% | — |
| Epoch Capabilities Index | 152.04 | — |

## Math

- Muse Spark: 47.8 (#66)
- Olmo 3.1 32b Instruct: 36.3 (#167)

| Benchmark | Muse Spark | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Math | 1455 | 1305 |
| OTIS Mock AIME 2024-2025 | 88.9% | — |
| ProofBench | 17% | — |
| FrontierMath (Feb 2025 set) | 39% | — |
| FrontierMath Tier 4 (v1) | 14.6% | — |

## Knowledge

- Muse Spark: 65.7 (#13)
- Olmo 3.1 32b Instruct: 36.1 (#175)

| Benchmark | Muse Spark | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Expert | 1457 | 1308 |
| GPQA Diamond | 89.8% | — |
| Humanity's Last Exam | 40.6% | — |

## Multimodal

- Muse Spark: 43.4 (#24)
- Olmo 3.1 32b Instruct: —

| Benchmark | Muse Spark | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Vision | 1306 | — |
| LMArena Document | 1444 | — |

## Multilingual

- Muse Spark: 56.1 (#24)
- Olmo 3.1 32b Instruct: 42.6 (#191)

| Benchmark | Muse Spark | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Non-English | 1464 | 1275 |
| LMArena Chinese | 1509 | 1304 |
| LMArena French | 1497 | 1328 |
| LMArena German | 1497 | 1282 |
| LMArena Korean | 1459 | 1206 |
| LMArena Russian | 1466 | 1268 |
| LMArena Spanish | 1472 | 1336 |

## Instruction Following

- Muse Spark: 75.9 (#51)
- Olmo 3.1 32b Instruct: 68.6 (#187)

| Benchmark | Muse Spark | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Instruction Following | 1442 | 1299 |

## Long Context

- Muse Spark: 44.4 (#69)
- Olmo 3.1 32b Instruct: 39.9 (#166)

| Benchmark | Muse Spark | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Longer Query | 1451 | 1312 |

## Writing & Preference

- Muse Spark: 66.0 (#39)
- Olmo 3.1 32b Instruct: 50.2 (#185)

| Benchmark | Muse Spark | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Text | 1474 | 1311 |
| LMArena Creative Writing | 1459 | 1264 |
| LMArena Multi-Turn | 1477 | 1309 |

## FAQ

### Is Muse Spark better than Olmo 3.1 32b Instruct?

Muse Spark is the stronger model overall, scoring 50.6 to 39.4 on the Noometry Index.

### Is Muse Spark or Olmo 3.1 32b Instruct better for coding?

Muse Spark scores higher on coding benchmarks: 46.2 versus 39.5 in the Noometry coding category.

### How many benchmarks do Muse Spark and Olmo 3.1 32b Instruct share?

16 benchmarks have published results for both models. Muse Spark has 27 scored results on Noometry and Olmo 3.1 32b Instruct has 16.