Model comparison
Muse Spark 1.2 vs Phi 3 Mini 4k Instruct
Muse Spark 1.2 is the stronger model overall, scoring 49.8 to 27.4 on the Noometry Index.
Last verified . 11 shared benchmarks.
Meta
MicrosoftSummary
- They share 11 benchmarks with published results for both. Muse Spark 1.2 scores higher in 8 categories and Phi 3 Mini 4k Instruct in 0 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where Muse Spark 1.2 leads 72.6 to 27.7.
- Phi 3 Mini 4k Instruct has downloadable open weights; the other is API-only.
Side by side
| Muse Spark 1.2 | Phi 3 Mini 4k Instruct | |
|---|---|---|
| Provider | Meta | Microsoft |
| Noometry Index | 49.8 | 27.4 |
| Released | 2026-08-05 | 2024-04-23 |
| Weights | Proprietary | Open |
| Context window | 1.05M | — |
| Max output | 131K | — |
| Input $ / M tokens | $1.25 | — |
| Output $ / M tokens | $4.25 | — |
| Results tracked | 28 | 35 |
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Category by category
Coding Muse Spark 1.2 leads
Muse Spark 1.2: 48.6 (#49), Phi 3 Mini 4k Instruct: 26.1 (#319)
| Benchmark | Muse Spark 1.2 | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Coding | 1497 | 1093 |
| DeepSWE | 54.9% | — |
| LMArena WebDev | 1532 | — |
| FrontierSWE | 12% | — |
| SciCode | 56.4% | — |
| WeirdML | 60.3% | — |
| LiveBench Coding | — | 15.5% |
| HumanEval+ | — | 59.1% |
| MBPP+ | — | 54.2% |
Agentic & Tool Use Not comparable
Muse Spark 1.2: 29.5 (#77), Phi 3 Mini 4k Instruct: —
| Benchmark | Muse Spark 1.2 | Phi 3 Mini 4k Instruct |
|---|---|---|
| APEX-Agents | 36.4% | — |
| GDP.pdf | 16% | — |
Reasoning Muse Spark 1.2 leads
Muse Spark 1.2: 50.4 (#32), Phi 3 Mini 4k Instruct: 13.6 (#326)
| Benchmark | Muse Spark 1.2 | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Hard Prompts | 1490 | 1072 |
| SimpleBench | 74.5% | — |
| NYT Connections (extended) | 79.2% | — |
| CritPt | 17.7% | — |
| Chess Puzzles | — | 0% |
| LiveBench Reasoning | — | 26.8% |
| DTBench | 94.7% | — |
| LiveBench Data Analysis | — | 34.7% |
| LMCA | 48.4% | — |
| Adversarial NLI | — | 52.8% |
| BIG-Bench Hard | — | 71.7% |
| Epoch Capabilities Index | 155.18 | — |
| HellaSwag | — | 76.7% |
| LiveBench | — | 22.4% |
| WinoGrande | — | 70.8% |
Math Muse Spark 1.2 leads
Muse Spark 1.2: 43.8 (#68), Phi 3 Mini 4k Instruct: 24.5 (#258)
| Benchmark | Muse Spark 1.2 | Phi 3 Mini 4k Instruct |
|---|---|---|
| ProofBench | 43% | — |
| LiveBench Math | — | 15.7% |
| LMArena Math | — | 1111 |
Knowledge Muse Spark 1.2 leads
Muse Spark 1.2: 53.9 (#49), Phi 3 Mini 4k Instruct: 27.9 (#241)
| Benchmark | Muse Spark 1.2 | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Expert | 1485 | 1045 |
| SimpleQA Verified | 60.3% | — |
| ARC (AI2) Challenge | — | 84.9% |
| MMLU | — | 68.8% |
| OpenBookQA | — | 88% |
| TriviaQA | — | 64% |
Multimodal Not comparable
Muse Spark 1.2: 42.6 (#24), Phi 3 Mini 4k Instruct: —
| Benchmark | Muse Spark 1.2 | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Vision | 1304 | — |
Multilingual Muse Spark 1.2 leads
Muse Spark 1.2: 57.4 (#10), Phi 3 Mini 4k Instruct: 26.5 (#275)
| Benchmark | Muse Spark 1.2 | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Non-English | 1479 | 1021 |
| LMArena Chinese | 1519 | 1021 |
| LMArena Russian | 1494 | 1022 |
| LMArena French | — | 1075 |
| LMArena German | — | 1044 |
| LMArena Japanese | — | 935 |
| LMArena Korean | — | 905 |
| LMArena Spanish | — | 1084 |
Instruction Following Muse Spark 1.2 leads
Muse Spark 1.2: 77.1 (#30), Phi 3 Mini 4k Instruct: 48.0 (#298)
| Benchmark | Muse Spark 1.2 | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Instruction Following | 1466 | 1053 |
| LiveBench Instruction Following | — | 39.1% |
Long Context Muse Spark 1.2 leads
Muse Spark 1.2: 45.4 (#35), Phi 3 Mini 4k Instruct: 31.7 (#271)
| Benchmark | Muse Spark 1.2 | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Longer Query | 1483 | 1044 |
Writing & Preference Muse Spark 1.2 leads
Muse Spark 1.2: 72.6 (#14), Phi 3 Mini 4k Instruct: 27.7 (#295)
| Benchmark | Muse Spark 1.2 | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Text | 1486 | 1073 |
| LMArena Creative Writing | 1444 | 1037 |
| LMArena Multi-Turn | 1504 | 1018 |
| EQ-Bench Creative Writing | 1840 | — |
| LiveBench Language | — | 9.2% |
Frequently asked questions
Is Muse Spark 1.2 better than Phi 3 Mini 4k Instruct?
Muse Spark 1.2 is the stronger model overall, scoring 49.8 to 27.4 on the Noometry Index.
Is Muse Spark 1.2 or Phi 3 Mini 4k Instruct better for coding?
Muse Spark 1.2 scores higher on coding benchmarks: 48.6 versus 26.1 in the Noometry coding category.
How many benchmarks do Muse Spark 1.2 and Phi 3 Mini 4k Instruct share?
11 benchmarks have published results for both models. Muse Spark 1.2 has 28 scored results on Noometry and Phi 3 Mini 4k Instruct has 35.