# Muse Spark vs Qwen3-Coder 480B-A35B Instruct

> Muse Spark is the stronger model overall, scoring 50.6 to 38.1 on the Noometry Index.

- Canonical page: https://noometry.com/compare/muse-spark-vs-qwen3-coder-480b-a35b-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 Qwen3-Coder 480B-A35B Instruct in 0 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Muse Spark leads 65.7 to 37.0.
- Qwen3-Coder 480B-A35B Instruct has downloadable open weights; the other is API-only.

## Snapshot

| | Muse Spark | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| Provider | Meta | Alibaba (Qwen) |
| Noometry Index | 50.6 | 38.1 |
| Rank | 46 | 190 |
| Context | — | 262K |
| Input $/M | — | $1.50 |
| Output $/M | — | $7.50 |
| Weights | Proprietary | Open |

## Coding

- Muse Spark: 46.2 (#69)
- Qwen3-Coder 480B-A35B Instruct: 35.5 (#223)

| Benchmark | Muse Spark | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| LMArena Coding | 1481 | 1412 |
| SWE-bench Verified (bash only) | — | 55.4% |
| LMArena WebDev | — | 1275 |
| SciCode | 51.5% | — |
| GSO | — | 4.9% |
| WeirdML | — | 41.2% |
| ALE-Bench | — | 461.45 |
| AlgoTune | — | 1.44 |

## Agentic & Tool Use

- Muse Spark: —
- Qwen3-Coder 480B-A35B Instruct: 23.9 (#123)

| Benchmark | Muse Spark | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| Terminal-Bench | — | 27.2% |

## Reasoning

- Muse Spark: 35.9 (#67)
- Qwen3-Coder 480B-A35B Instruct: 25.5 (#149)

| Benchmark | Muse Spark | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| LMArena Hard Prompts | 1474 | 1372 |
| Kagi LLM Benchmark | — | 49.5% |
| CritPt | 11.3% | — |
| Epoch Capabilities Index | 152.04 | — |

## Math

- Muse Spark: 47.8 (#66)
- Qwen3-Coder 480B-A35B Instruct: 37.6 (#150)

| Benchmark | Muse Spark | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| LMArena Math | 1455 | 1365 |
| 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)
- Qwen3-Coder 480B-A35B Instruct: 37.0 (#162)

| Benchmark | Muse Spark | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| LMArena Expert | 1457 | 1338 |
| GPQA Diamond | 89.8% | — |
| Humanity's Last Exam | 40.6% | — |

## Multimodal

- Muse Spark: 43.4 (#24)
- Qwen3-Coder 480B-A35B Instruct: —

| Benchmark | Muse Spark | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| LMArena Vision | 1306 | — |
| LMArena Document | 1444 | — |

## Multilingual

- Muse Spark: 56.1 (#24)
- Qwen3-Coder 480B-A35B Instruct: 47.7 (#148)

| Benchmark | Muse Spark | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| LMArena Non-English | 1464 | 1346 |
| LMArena Chinese | 1509 | 1357 |
| LMArena French | 1497 | 1398 |
| LMArena German | 1497 | 1325 |
| LMArena Korean | 1459 | 1305 |
| LMArena Russian | 1466 | 1366 |
| LMArena Spanish | 1472 | 1360 |
| LMArena Japanese | — | 1310 |

## Instruction Following

- Muse Spark: 75.9 (#51)
- Qwen3-Coder 480B-A35B Instruct: 71.6 (#147)

| Benchmark | Muse Spark | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| LMArena Instruction Following | 1442 | 1355 |

## Long Context

- Muse Spark: 44.4 (#69)
- Qwen3-Coder 480B-A35B Instruct: 42.0 (#131)

| Benchmark | Muse Spark | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| LMArena Longer Query | 1451 | 1378 |

## Writing & Preference

- Muse Spark: 66.0 (#39)
- Qwen3-Coder 480B-A35B Instruct: 55.3 (#147)

| Benchmark | Muse Spark | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| LMArena Text | 1474 | 1357 |
| LMArena Creative Writing | 1459 | 1333 |
| LMArena Multi-Turn | 1477 | 1365 |

## FAQ

### Is Muse Spark better than Qwen3-Coder 480B-A35B Instruct?

Muse Spark is the stronger model overall, scoring 50.6 to 38.1 on the Noometry Index.

### Is Muse Spark or Qwen3-Coder 480B-A35B Instruct better for coding?

Muse Spark scores higher on coding benchmarks: 46.2 versus 35.5 in the Noometry coding category.

### How many benchmarks do Muse Spark and Qwen3-Coder 480B-A35B Instruct share?

16 benchmarks have published results for both models. Muse Spark has 27 scored results on Noometry and Qwen3-Coder 480B-A35B Instruct has 25.