Model comparison
GPT-4.1 mini vs Nemotron 3 Ultra
Nemotron 3 Ultra is the stronger model overall, scoring 42.5 to 33.6 on the Noometry Index.
Last verified . 27 shared benchmarks.
Summary
- They share 27 benchmarks with published results for both. GPT-4.1 mini scores higher in 1 category and Nemotron 3 Ultra in 8 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Nemotron 3 Ultra leads 31.0 to 10.8.
- The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 44.7% for GPT-4.1 mini and 86.7% for Nemotron 3 Ultra.
- GPT-4.1 mini is cheaper at $0.40 / $1.60 per million input/output tokens, against $0.60 / $2.40 for Nemotron 3 Ultra.
- GPT-4.1 mini accepts more context: 1.05M tokens versus 262K.
- Nemotron 3 Ultra has downloadable open weights; the other is API-only.
Side by side
| GPT-4.1 mini | Nemotron 3 Ultra | |
|---|---|---|
| Provider | OpenAI | NVIDIA |
| Noometry Index | 33.6 | 42.5 |
| Released | 2025-04-14 | 2026-06-04 |
| Weights | Proprietary | Open |
| Context window | 1.05M | 262K |
| Max output | 33K | 128K |
| Input $ / M tokens | $0.40 | $0.60 |
| Output $ / M tokens | $1.60 | $2.40 |
| Results tracked | 47 | 30 |
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Category by category
Coding Nemotron 3 Ultra leads
GPT-4.1 mini: 30.6 (#293), Nemotron 3 Ultra: 38.1 (#182)
| Benchmark | GPT-4.1 mini | Nemotron 3 Ultra |
|---|---|---|
| SciCode | 40.4% | 40.3% |
| WeirdML | 37.6% | 43.5% |
| LMArena Coding | 1367 | 1468 |
| FrontierCode | — | 13.6% |
| SWE-bench Verified (bash only) | 23.9% | — |
| Aider Polyglot | 32.4% | — |
| BigCodeBench Instruct | 48.9% | — |
| CadEval | 16% | — |
Agentic & Tool Use GPT-4.1 mini leads
GPT-4.1 mini: 33.3 (#55), Nemotron 3 Ultra: 23.4 (#126)
| Benchmark | GPT-4.1 mini | Nemotron 3 Ultra |
|---|---|---|
| APEX-Agents | — | 22.7% |
| Berkeley Function Calling Leaderboard | 50.5% | — |
Reasoning Nemotron 3 Ultra leads
GPT-4.1 mini: 10.8 (#340), Nemotron 3 Ultra: 31.0 (#82)
| Benchmark | GPT-4.1 mini | Nemotron 3 Ultra |
|---|---|---|
| CritPt | 0% | 3.1% |
| Chess Puzzles | 7% | 12% |
| LMArena Hard Prompts | 1349 | 1452 |
| Mystery Game Puzzles | 7% | 20% |
| DTBench | 68.8% | 90.1% |
| LMCA | 21.1% | 36.9% |
| Epoch Capabilities Index | 135.01 | 146.17 |
| ARC-AGI-2 | 0% | — |
| Kagi LLM Benchmark | 48.6% | — |
| ARC-AGI-1 | 3.5% | — |
Math Nemotron 3 Ultra leads
GPT-4.1 mini: 24.1 (#270), Nemotron 3 Ultra: 35.3 (#187)
| Benchmark | GPT-4.1 mini | Nemotron 3 Ultra |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 44.7% | 86.7% |
| LMArena Math | 1343 | 1457 |
| FrontierMath (Tiers 1-3) | 6.7% | — |
| ProofBench | — | 2% |
| Omni-MATH | 49.1% | — |
| MATH Level 5 | 87.3% | — |
| FrontierMath (Feb 2025 set) | 4.5% | — |
Knowledge Nemotron 3 Ultra leads
GPT-4.1 mini: 34.7 (#194), Nemotron 3 Ultra: 52.5 (#61)
| Benchmark | GPT-4.1 mini | Nemotron 3 Ultra |
|---|---|---|
| GPQA Diamond | 65.8% | 85.4% |
| LMArena Expert | 1338 | 1472 |
| SimpleQA Verified | 12.7% | — |
| MMLU-Pro | 78.3% | — |
| GPQA (HELM) | 61.4% | — |
Multimodal Not comparable
GPT-4.1 mini: 35.8 (#82), Nemotron 3 Ultra: —
| Benchmark | GPT-4.1 mini | Nemotron 3 Ultra |
|---|---|---|
| LMArena Vision | 1181 | — |
Multilingual Nemotron 3 Ultra leads
GPT-4.1 mini: 45.7 (#166), Nemotron 3 Ultra: 53.5 (#64)
| Benchmark | GPT-4.1 mini | Nemotron 3 Ultra |
|---|---|---|
| LMArena Non-English | 1318 | 1427 |
| LMArena Chinese | 1329 | 1497 |
| LMArena French | 1358 | 1472 |
| LMArena German | 1351 | 1471 |
| LMArena Korean | 1298 | 1386 |
| LMArena Russian | 1324 | 1417 |
| LMArena Spanish | 1319 | 1454 |
| LMArena Japanese | 1290 | — |
Instruction Following Nemotron 3 Ultra leads
GPT-4.1 mini: 73.7 (#118), Nemotron 3 Ultra: 74.7 (#88)
| Benchmark | GPT-4.1 mini | Nemotron 3 Ultra |
|---|---|---|
| LMArena Instruction Following | 1333 | 1418 |
| IFEval | 90.4% | — |
Long Context Nemotron 3 Ultra leads
GPT-4.1 mini: 31.8 (#275), Nemotron 3 Ultra: 43.9 (#81)
| Benchmark | GPT-4.1 mini | Nemotron 3 Ultra |
|---|---|---|
| LMArena Longer Query | 1344 | 1437 |
| Fiction.LiveBench | 44.4% | — |
Writing & Preference Nemotron 3 Ultra leads
GPT-4.1 mini: 48.6 (#199), Nemotron 3 Ultra: 66.3 (#36)
| Benchmark | GPT-4.1 mini | Nemotron 3 Ultra |
|---|---|---|
| LMArena Text | 1340 | 1445 |
| LMArena Creative Writing | 1300 | 1398 |
| EQ-Bench Creative Writing | 1147 | 1692 |
| LMArena Multi-Turn | 1354 | 1411 |
| WildBench | 83.8% | — |
Frequently asked questions
Is GPT-4.1 mini better than Nemotron 3 Ultra?
Nemotron 3 Ultra is the stronger model overall, scoring 42.5 to 33.6 on the Noometry Index.
Which is cheaper, GPT-4.1 mini or Nemotron 3 Ultra?
GPT-4.1 mini is cheaper. It lists at $0.40 per million input tokens and $1.60 per million output tokens; Nemotron 3 Ultra lists at $0.60 and $2.40.
Is GPT-4.1 mini or Nemotron 3 Ultra better for coding?
Nemotron 3 Ultra scores higher on coding benchmarks: 38.1 versus 30.6 in the Noometry coding category.
Which has the bigger context window?
GPT-4.1 mini does, with 1.05M tokens against 262K.
How many benchmarks do GPT-4.1 mini and Nemotron 3 Ultra share?
27 benchmarks have published results for both models. GPT-4.1 mini has 47 scored results on Noometry and Nemotron 3 Ultra has 30.