Model comparison
AI Co-Mathematician vs Muse Spark
Muse Spark has enough public results to be ranked (#46); AI Co-Mathematician does not yet, so treat this comparison as directional.
Last verified . 1 shared benchmarks.
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MetaSummary
- They share 1 benchmark with published results for both. AI Co-Mathematician scores higher in 1 category and Muse Spark in 0 categories; one gap is clear of the uncertainty.
- The widest gap is in math, where AI Co-Mathematician leads 72.3 to 47.8.
Side by side
| AI Co-Mathematician | Muse Spark | |
|---|---|---|
| Provider | Meta | |
| Noometry Index | 58.1 | 50.6 |
| Released | 2026-05-08 | 2026-04-08 |
| Weights | Proprietary | Proprietary |
| Context window | — | — |
| Max output | — | — |
| Input $ / M tokens | — | — |
| Output $ / M tokens | — | — |
| Results tracked | 2 | 27 |
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Category by category
Coding Not comparable
AI Co-Mathematician: —, Muse Spark: 46.2 (#69)
| Benchmark | AI Co-Mathematician | Muse Spark |
|---|---|---|
| SciCode | — | 51.5% |
| LMArena Coding | — | 1481 |
Reasoning Not comparable
AI Co-Mathematician: —, Muse Spark: 35.9 (#67)
| Benchmark | AI Co-Mathematician | Muse Spark |
|---|---|---|
| CritPt | — | 11.3% |
| LMArena Hard Prompts | — | 1474 |
| Epoch Capabilities Index | — | 152.04 |
Math AI Co-Mathematician leads
AI Co-Mathematician: 72.3, Muse Spark: 47.8 (#66)
| Benchmark | AI Co-Mathematician | Muse Spark |
|---|---|---|
| FrontierMath Tier 4 (v1) | 47.9% | 14.6% |
| FrontierMath Tier 4 | 75.6% | — |
| OTIS Mock AIME 2024-2025 | — | 88.9% |
| ProofBench | — | 17% |
| LMArena Math | — | 1455 |
| FrontierMath (Feb 2025 set) | — | 39% |
Knowledge Not comparable
AI Co-Mathematician: —, Muse Spark: 65.7 (#13)
| Benchmark | AI Co-Mathematician | Muse Spark |
|---|---|---|
| GPQA Diamond | — | 89.8% |
| Humanity's Last Exam | — | 40.6% |
| LMArena Expert | — | 1457 |
Multimodal Not comparable
AI Co-Mathematician: —, Muse Spark: 43.4 (#24)
| Benchmark | AI Co-Mathematician | Muse Spark |
|---|---|---|
| LMArena Vision | — | 1306 |
| LMArena Document | — | 1444 |
Multilingual Not comparable
AI Co-Mathematician: —, Muse Spark: 56.1 (#24)
| Benchmark | AI Co-Mathematician | Muse Spark |
|---|---|---|
| LMArena Non-English | — | 1464 |
| LMArena Chinese | — | 1509 |
| LMArena French | — | 1497 |
| LMArena German | — | 1497 |
| LMArena Korean | — | 1459 |
| LMArena Russian | — | 1466 |
| LMArena Spanish | — | 1472 |
Instruction Following Not comparable
AI Co-Mathematician: —, Muse Spark: 75.9 (#51)
| Benchmark | AI Co-Mathematician | Muse Spark |
|---|---|---|
| LMArena Instruction Following | — | 1442 |
Long Context Not comparable
AI Co-Mathematician: —, Muse Spark: 44.4 (#69)
| Benchmark | AI Co-Mathematician | Muse Spark |
|---|---|---|
| LMArena Longer Query | — | 1451 |
Writing & Preference Not comparable
AI Co-Mathematician: —, Muse Spark: 66.0 (#39)
| Benchmark | AI Co-Mathematician | Muse Spark |
|---|---|---|
| LMArena Text | — | 1474 |
| LMArena Creative Writing | — | 1459 |
| LMArena Multi-Turn | — | 1477 |
Frequently asked questions
Is AI Co-Mathematician better than Muse Spark?
Muse Spark has enough public results to be ranked (#46); AI Co-Mathematician does not yet, so treat this comparison as directional.
How many benchmarks do AI Co-Mathematician and Muse Spark share?
1 benchmark has published results for both models. AI Co-Mathematician has 2 scored results on Noometry and Muse Spark has 27.