# GPT-5.5 vs Muse Spark

> GPT-5.5 is the stronger model overall, scoring 63.4 to 50.6 on the Noometry Index.

- Canonical page: https://noometry.com/compare/gpt-5-5-vs-muse-spark
- Last updated: 2026-10-11
- Shared benchmarks: 26

## Summary

- They share 26 benchmarks with published results for both. GPT-5.5 scores higher in 8 categories and Muse Spark in 1 category; 8 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where GPT-5.5 leads 72.8 to 35.9.
- The biggest single-benchmark swing is ProofBench: 50% for GPT-5.5 and 17% for Muse Spark.

## Snapshot

| | GPT-5.5 | Muse Spark |
|---|---|---|
| Provider | OpenAI | Meta |
| Noometry Index | 63.4 | 50.6 |
| Rank | 9 | 46 |
| Context | 1.05M | — |
| Input $/M | $5 | — |
| Output $/M | $30 | — |
| Weights | Proprietary | Proprietary |

## Coding

- GPT-5.5: 58.2 (#17)
- Muse Spark: 46.2 (#69)

| Benchmark | GPT-5.5 | Muse Spark |
|---|---|---|
| SciCode | 56.1% | 51.5% |
| LMArena Coding | 1494 | 1481 |
| SWE-bench Verified | 80.6% | — |
| DeepSWE | 67% | — |
| FrontierCode | 43% | — |
| LMArena WebDev | 1513 | — |
| GSO | 40.2% | — |
| WeirdML | 84.9% | — |
| MirrorCode | 10% | — |
| ALE-Bench | 1,943 | — |

## Agentic & Tool Use

- GPT-5.5: 50.7 (#6)
- Muse Spark: —

| Benchmark | GPT-5.5 | Muse Spark |
|---|---|---|
| Terminal-Bench | 84.7% | — |
| APEX-Agents | 55.1% | — |
| OSWorld 2.0 | 13% | — |
| Remote Labor Index | 6.3% | — |
| τ²-bench Banking | 44.6% | — |
| DeepResearch Bench | 54% | — |
| PostTrainBench | 27.2% | — |
| ExploitBench | 47.4% | — |
| GBAEval | 53.2% | — |
| GDP.pdf | 26% | — |
| LMArena Search | 1242 | — |
| Vending-Bench 2 | 7,524 | — |

## Reasoning

- GPT-5.5: 72.8 (#11)
- Muse Spark: 35.9 (#67)

| Benchmark | GPT-5.5 | Muse Spark |
|---|---|---|
| CritPt | 27.1% | 11.3% |
| LMArena Hard Prompts | 1489 | 1474 |
| Epoch Capabilities Index | 159.1 | 152.04 |
| ARC-AGI-2 | 85% | — |
| SimpleBench | 69% | — |
| Kagi LLM Benchmark | 88.8% | — |
| NYT Connections (extended) | 96.2% | — |
| ARC-AGI-1 | 95% | — |
| Chess Puzzles | 54% | — |
| EBR-Bench | 34.3% | — |
| Mystery Game Puzzles | 56% | — |
| DTBench | 96% | — |
| LMCA | 54.3% | — |
| Surface Evolver Bench | 88.1% | — |
| Bench to the Future 3 | 0.14 | — |
| ForecastBench | 60.6 | — |

## Math

- GPT-5.5: 81.7 (#11)
- Muse Spark: 47.8 (#66)

| Benchmark | GPT-5.5 | Muse Spark |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 100% | 88.9% |
| ProofBench | 50% | 17% |
| LMArena Math | 1486 | 1455 |
| FrontierMath (Feb 2025 set) | 51.7% | 39% |
| FrontierMath Tier 4 (v1) | 35.4% | 14.6% |
| FrontierMath (Tiers 1-3) | 85.3% | — |
| FrontierMath Tier 4 | 72.5% | — |
| MathArena Final-Answer Competitions | 94.3% | — |
| FrontierMath Erdős | 0% | — |

## Knowledge

- GPT-5.5: 64.4 (#17)
- Muse Spark: 65.7 (#13)

| Benchmark | GPT-5.5 | Muse Spark |
|---|---|---|
| GPQA Diamond | 94% | 89.8% |
| LMArena Expert | 1508 | 1457 |
| Humanity's Last Exam | — | 40.6% |
| SimpleQA Verified | 63% | — |
| Vectara Hallucination Rate | 9.3% | — |

## Multimodal

- GPT-5.5: 46.9 (#12)
- Muse Spark: 43.4 (#24)

| Benchmark | GPT-5.5 | Muse Spark |
|---|---|---|
| LMArena Vision | 1297 | 1306 |
| LMArena Document | 1486 | 1444 |
| Blueprint-Bench 2 | 36.2% | — |
| Furniture Assembly | 44.2% | — |

## Multilingual

- GPT-5.5: 56.4 (#20)
- Muse Spark: 56.1 (#24)

| Benchmark | GPT-5.5 | Muse Spark |
|---|---|---|
| LMArena Non-English | 1467 | 1464 |
| LMArena Chinese | 1533 | 1509 |
| LMArena French | 1486 | 1497 |
| LMArena German | 1480 | 1497 |
| LMArena Korean | 1460 | 1459 |
| LMArena Russian | 1473 | 1466 |
| LMArena Spanish | 1468 | 1472 |
| LMArena Japanese | 1498 | — |

## Instruction Following

- GPT-5.5: 77.5 (#18)
- Muse Spark: 75.9 (#51)

| Benchmark | GPT-5.5 | Muse Spark |
|---|---|---|
| LMArena Instruction Following | 1479 | 1442 |

## Long Context

- GPT-5.5: 48.3 (#12)
- Muse Spark: 44.4 (#69)

| Benchmark | GPT-5.5 | Muse Spark |
|---|---|---|
| LMArena Longer Query | 1484 | 1451 |
| CL-bench Life | 22.2% | — |

## Writing & Preference

- GPT-5.5: 72.7 (#13)
- Muse Spark: 66.0 (#39)

| Benchmark | GPT-5.5 | Muse Spark |
|---|---|---|
| LMArena Text | 1472 | 1474 |
| LMArena Creative Writing | 1455 | 1459 |
| LMArena Multi-Turn | 1476 | 1477 |
| EQ-Bench Creative Writing | 1844 | — |
| EQ-Bench 4 | 1315 | — |

## FAQ

### Is GPT-5.5 better than Muse Spark?

GPT-5.5 is the stronger model overall, scoring 63.4 to 50.6 on the Noometry Index.

### Is GPT-5.5 or Muse Spark better for coding?

GPT-5.5 scores higher on coding benchmarks: 58.2 versus 46.2 in the Noometry coding category.

### How many benchmarks do GPT-5.5 and Muse Spark share?

26 benchmarks have published results for both models. GPT-5.5 has 71 scored results on Noometry and Muse Spark has 27.