Model comparison
Magistral Medium vs Nemotron 3 Ultra
Nemotron 3 Ultra is the stronger model overall, scoring 42.5 to 35.2 on the Noometry Index.
Last verified . 18 shared benchmarks.
Summary
- They share 18 benchmarks with published results for both. Magistral Medium scores higher in 1 category and Nemotron 3 Ultra in 7 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Nemotron 3 Ultra leads 31.0 to 8.6.
- Nemotron 3 Ultra is cheaper at $0.60 / $2.40 per million input/output tokens, against $2 / $5 for Magistral Medium.
Side by side
| Magistral Medium | Nemotron 3 Ultra | |
|---|---|---|
| Provider | Mistral AI | NVIDIA |
| Noometry Index | 35.2 | 42.5 |
| Released | 2025-03-17 | 2026-06-04 |
| Weights | Open | Open |
| Context window | 262K | 262K |
| Max output | 16K | 128K |
| Input $ / M tokens | $2 | $0.60 |
| Output $ / M tokens | $5 | $2.40 |
| Results tracked | 22 | 30 |
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Category by category
Coding Magistral Medium leads
Magistral Medium: 39.1 (#161), Nemotron 3 Ultra: 38.1 (#182)
| Benchmark | Magistral Medium | Nemotron 3 Ultra |
|---|---|---|
| SciCode | 39.2% | 40.3% |
| LMArena Coding | 1319 | 1468 |
| FrontierCode | — | 13.6% |
| WeirdML | — | 43.5% |
Agentic & Tool Use Not comparable
Magistral Medium: —, Nemotron 3 Ultra: 23.4 (#126)
| Benchmark | Magistral Medium | Nemotron 3 Ultra |
|---|---|---|
| APEX-Agents | — | 22.7% |
Reasoning Nemotron 3 Ultra leads
Magistral Medium: 8.6 (#348), Nemotron 3 Ultra: 31.0 (#82)
| Benchmark | Magistral Medium | Nemotron 3 Ultra |
|---|---|---|
| CritPt | 0.3% | 3.1% |
| LMArena Hard Prompts | 1267 | 1452 |
| ARC-AGI-2 | 0% | — |
| Kagi LLM Benchmark | 16.2% | — |
| ARC-AGI-1 | 6.1% | — |
| Chess Puzzles | — | 12% |
| Mystery Game Puzzles | — | 20% |
| DTBench | — | 90.1% |
| LMCA | — | 36.9% |
| Epoch Capabilities Index | — | 146.17 |
Math Too close to call
Magistral Medium: 35.1 (#189), Nemotron 3 Ultra: 35.3 (#187)
| Benchmark | Magistral Medium | Nemotron 3 Ultra |
|---|---|---|
| LMArena Math | 1250 | 1457 |
| OTIS Mock AIME 2024-2025 | — | 86.7% |
| ProofBench | — | 2% |
Knowledge Nemotron 3 Ultra leads
Magistral Medium: 33.5 (#202), Nemotron 3 Ultra: 52.5 (#61)
| Benchmark | Magistral Medium | Nemotron 3 Ultra |
|---|---|---|
| LMArena Expert | 1223 | 1472 |
| GPQA Diamond | — | 85.4% |
Multilingual Nemotron 3 Ultra leads
Magistral Medium: 39.6 (#224), Nemotron 3 Ultra: 53.5 (#64)
| Benchmark | Magistral Medium | Nemotron 3 Ultra |
|---|---|---|
| LMArena Non-English | 1232 | 1427 |
| LMArena Chinese | 1227 | 1497 |
| LMArena French | 1267 | 1472 |
| LMArena German | 1248 | 1471 |
| LMArena Korean | 1125 | 1386 |
| LMArena Russian | 1224 | 1417 |
| LMArena Spanish | 1271 | 1454 |
| LMArena Japanese | 1175 | — |
Instruction Following Nemotron 3 Ultra leads
Magistral Medium: 66.0 (#211), Nemotron 3 Ultra: 74.7 (#88)
| Benchmark | Magistral Medium | Nemotron 3 Ultra |
|---|---|---|
| LMArena Instruction Following | 1254 | 1418 |
Long Context Nemotron 3 Ultra leads
Magistral Medium: 39.3 (#183), Nemotron 3 Ultra: 43.9 (#81)
| Benchmark | Magistral Medium | Nemotron 3 Ultra |
|---|---|---|
| LMArena Longer Query | 1295 | 1437 |
Writing & Preference Nemotron 3 Ultra leads
Magistral Medium: 46.3 (#219), Nemotron 3 Ultra: 66.3 (#36)
| Benchmark | Magistral Medium | Nemotron 3 Ultra |
|---|---|---|
| LMArena Text | 1255 | 1445 |
| LMArena Creative Writing | 1245 | 1398 |
| LMArena Multi-Turn | 1275 | 1411 |
| EQ-Bench Creative Writing | — | 1692 |
Frequently asked questions
Is Magistral Medium better than Nemotron 3 Ultra?
Nemotron 3 Ultra is the stronger model overall, scoring 42.5 to 35.2 on the Noometry Index.
Which is cheaper, Magistral Medium or Nemotron 3 Ultra?
Nemotron 3 Ultra is cheaper. It lists at $0.60 per million input tokens and $2.40 per million output tokens; Magistral Medium lists at $2 and $5.
Is Magistral Medium or Nemotron 3 Ultra better for coding?
Magistral Medium scores higher on coding benchmarks: 39.1 versus 38.1 in the Noometry coding category.
Which has the bigger context window?
Both accept 262K tokens.
How many benchmarks do Magistral Medium and Nemotron 3 Ultra share?
18 benchmarks have published results for both models. Magistral Medium has 22 scored results on Noometry and Nemotron 3 Ultra has 30.