Model comparison
Magistral Medium vs Step 3
Step 3 is the stronger model overall, scoring 40.5 to 35.2 on the Noometry Index.
Last verified . 16 shared benchmarks.
Mistral AI
StepFunSummary
- They share 16 benchmarks with published results for both. Magistral Medium scores higher in 0 categories and Step 3 in 8 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Step 3 leads 28.4 to 8.6.
- The biggest single-benchmark swing is Kagi LLM Benchmark: 16.2% for Magistral Medium and 62.3% for Step 3.
Side by side
| Magistral Medium | Step 3 | |
|---|---|---|
| Provider | Mistral AI | StepFun |
| Noometry Index | 35.2 | 40.5 |
| Released | 2025-03-17 | — |
| Weights | Open | Open |
| Context window | 262K | — |
| Max output | 16K | — |
| Input $ / M tokens | $2 | — |
| Output $ / M tokens | $5 | — |
| Results tracked | 22 | 17 |
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Category by category
Coding Step 3 leads
Magistral Medium: 39.1 (#161), Step 3: 40.1 (#147)
| Benchmark | Magistral Medium | Step 3 |
|---|---|---|
| LMArena Coding | 1319 | 1367 |
| SciCode | 39.2% | — |
Reasoning Step 3 leads
Magistral Medium: 8.6 (#348), Step 3: 28.4 (#105)
| Benchmark | Magistral Medium | Step 3 |
|---|---|---|
| Kagi LLM Benchmark | 16.2% | 62.3% |
| LMArena Hard Prompts | 1267 | 1355 |
| ARC-AGI-2 | 0% | — |
| ARC-AGI-1 | 6.1% | — |
| CritPt | 0.3% | — |
Math Step 3 leads
Magistral Medium: 35.1 (#189), Step 3: 37.6 (#148)
| Benchmark | Magistral Medium | Step 3 |
|---|---|---|
| LMArena Math | 1250 | 1366 |
Knowledge Step 3 leads
Magistral Medium: 33.5 (#202), Step 3: 36.8 (#164)
| Benchmark | Magistral Medium | Step 3 |
|---|---|---|
| LMArena Expert | 1223 | 1333 |
Multimodal Not comparable
Magistral Medium: —, Step 3: 35.5 (#86)
| Benchmark | Magistral Medium | Step 3 |
|---|---|---|
| LMArena Vision | — | 1177 |
Multilingual Step 3 leads
Magistral Medium: 39.6 (#224), Step 3: 46.3 (#159)
| Benchmark | Magistral Medium | Step 3 |
|---|---|---|
| LMArena Non-English | 1232 | 1327 |
| LMArena Chinese | 1227 | 1397 |
| LMArena German | 1248 | 1371 |
| LMArena Korean | 1125 | 1269 |
| LMArena Russian | 1224 | 1331 |
| LMArena Spanish | 1271 | 1371 |
| LMArena French | 1267 | — |
| LMArena Japanese | 1175 | — |
Instruction Following Step 3 leads
Magistral Medium: 66.0 (#211), Step 3: 70.4 (#164)
| Benchmark | Magistral Medium | Step 3 |
|---|---|---|
| LMArena Instruction Following | 1254 | 1332 |
Long Context Step 3 leads
Magistral Medium: 39.3 (#183), Step 3: 40.3 (#157)
| Benchmark | Magistral Medium | Step 3 |
|---|---|---|
| LMArena Longer Query | 1295 | 1326 |
Writing & Preference Step 3 leads
Magistral Medium: 46.3 (#219), Step 3: 54.3 (#151)
| Benchmark | Magistral Medium | Step 3 |
|---|---|---|
| LMArena Text | 1255 | 1350 |
| LMArena Creative Writing | 1245 | 1321 |
| LMArena Multi-Turn | 1275 | 1341 |
Frequently asked questions
Is Magistral Medium better than Step 3?
Step 3 is the stronger model overall, scoring 40.5 to 35.2 on the Noometry Index.
Is Magistral Medium or Step 3 better for coding?
Step 3 scores higher on coding benchmarks: 40.1 versus 39.1 in the Noometry coding category.
How many benchmarks do Magistral Medium and Step 3 share?
16 benchmarks have published results for both models. Magistral Medium has 22 scored results on Noometry and Step 3 has 17.