# DeepSeek Coder 33B vs Muse Spark 1.1

> Muse Spark 1.1 has enough public results to be ranked (#51); DeepSeek Coder 33B does not yet, so treat this comparison as directional.

- Canonical page: https://noometry.com/compare/deepseek-coder-33b-vs-muse-spark-1-1
- Last updated: 2026-10-11
- Shared benchmarks: 1

## Summary

- They share 1 benchmark with published results for both. DeepSeek Coder 33B scores higher in 0 categories and Muse Spark 1.1 in 1 category; one gap is clear of the uncertainty.
- The widest gap is in coding, where Muse Spark 1.1 leads 51.3 to 38.0.
- DeepSeek Coder 33B has downloadable open weights; the other is API-only.

## Snapshot

| | DeepSeek Coder 33B | Muse Spark 1.1 |
|---|---|---|
| Provider | DeepSeek | Meta |
| Noometry Index | 38.9 | 49.9 |
| Rank | — | 51 |
| Context | — | 1.05M |
| Input $/M | — | $1.25 |
| Output $/M | — | $4.25 |
| Weights | Open | Proprietary |

## Coding

- DeepSeek Coder 33B: 38.0 (#184)
- Muse Spark 1.1: 51.3 (#40)

| Benchmark | DeepSeek Coder 33B | Muse Spark 1.1 |
|---|---|---|
| DeepSWE | — | 53.3% |
| LMArena WebDev | — | 1542 |
| SciCode | — | 58.8% |
| BigCodeBench Instruct | 42% | — |
| LMArena Coding | — | 1498 |
| BigCodeBench Complete | 51.1% | — |
| HumanEval+ | 75% | — |
| MBPP+ | 70.1% | — |

## Agentic & Tool Use

- DeepSeek Coder 33B: —
- Muse Spark 1.1: 30.8 (#73)

| Benchmark | DeepSeek Coder 33B | Muse Spark 1.1 |
|---|---|---|
| APEX-Agents | — | 31.8% |
| τ²-bench Banking | — | 40.5% |
| GBAEval | — | 7.9% |
| GDP.pdf | — | 15% |
| Vending-Bench 2 | — | 6,520 |

## Reasoning

- DeepSeek Coder 33B: —
- Muse Spark 1.1: 47.1 (#44)

| Benchmark | DeepSeek Coder 33B | Muse Spark 1.1 |
|---|---|---|
| Epoch Capabilities Index | 96.32 | 154.21 |
| NYT Connections (extended) | — | 84.9% |
| CritPt | — | 15.1% |
| LMArena Hard Prompts | — | 1486 |
| DTBench | — | 94.4% |
| LMCA | — | 49.9% |
| Surface Evolver Bench | — | 52.5% |
| WinoGrande | 62% | — |

## Math

- DeepSeek Coder 33B: —
- Muse Spark 1.1: 45.5 (#76)

| Benchmark | DeepSeek Coder 33B | Muse Spark 1.1 |
|---|---|---|
| ProofBench | — | 39% |
| LMArena Math | — | 1483 |
| GSM8K | 35.4% | — |

## Knowledge

- DeepSeek Coder 33B: —
- Muse Spark 1.1: 53.1 (#59)

| Benchmark | DeepSeek Coder 33B | Muse Spark 1.1 |
|---|---|---|
| SimpleQA Verified | — | 57.8% |
| LMArena Expert | — | 1478 |
| ARC (AI2) Challenge | 42.2% | — |
| MMLU | 39.4% | — |

## Multimodal

- DeepSeek Coder 33B: —
- Muse Spark 1.1: 42.6 (#29)

| Benchmark | DeepSeek Coder 33B | Muse Spark 1.1 |
|---|---|---|
| LMArena Vision | — | 1293 |
| LMArena Document | — | 1465 |

## Multilingual

- DeepSeek Coder 33B: —
- Muse Spark 1.1: 56.7 (#17)

| Benchmark | DeepSeek Coder 33B | Muse Spark 1.1 |
|---|---|---|
| LMArena Non-English | — | 1472 |
| LMArena Chinese | — | 1518 |
| LMArena French | — | 1494 |
| LMArena German | — | 1466 |
| LMArena Japanese | — | 1451 |
| LMArena Korean | — | 1458 |
| LMArena Russian | — | 1483 |
| LMArena Spanish | — | 1464 |

## Instruction Following

- DeepSeek Coder 33B: —
- Muse Spark 1.1: 76.5 (#39)

| Benchmark | DeepSeek Coder 33B | Muse Spark 1.1 |
|---|---|---|
| LMArena Instruction Following | — | 1457 |

## Long Context

- DeepSeek Coder 33B: —
- Muse Spark 1.1: 44.8 (#58)

| Benchmark | DeepSeek Coder 33B | Muse Spark 1.1 |
|---|---|---|
| LMArena Longer Query | — | 1462 |

## Writing & Preference

- DeepSeek Coder 33B: —
- Muse Spark 1.1: 73.4 (#11)

| Benchmark | DeepSeek Coder 33B | Muse Spark 1.1 |
|---|---|---|
| LMArena Text | — | 1479 |
| LMArena Creative Writing | — | 1437 |
| EQ-Bench Creative Writing | — | 1927 |
| EQ-Bench 4 | — | 1260 |
| LMArena Multi-Turn | — | 1485 |

## FAQ

### Is DeepSeek Coder 33B better than Muse Spark 1.1?

Muse Spark 1.1 has enough public results to be ranked (#51); DeepSeek Coder 33B does not yet, so treat this comparison as directional.

### Is DeepSeek Coder 33B or Muse Spark 1.1 better for coding?

Muse Spark 1.1 scores higher on coding benchmarks: 51.3 versus 38.0 in the Noometry coding category.

### How many benchmarks do DeepSeek Coder 33B and Muse Spark 1.1 share?

1 benchmark has published results for both models. DeepSeek Coder 33B has 9 scored results on Noometry and Muse Spark 1.1 has 37.