Model comparison
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Differences vs. Nemotron-3-Ultra · default
Score, cost & time differences
Current baseline · Nemotron-3-Ultra · default
46Backend engineering
Compared with Nemotron-3-Ultra · default
- MiniMax-M3 · high
Backend engineering: tiedReference cost $0.31 ($0.31 more)Evaluation time 22m 6s (5m 3s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | Nemotron-3-Ultra · default | MiniMax-M3 · high |
|---|---|---|
| Backend engineering | Nemotron-3-Ultradefault 46 | MiniMax-M3high 46Tied |
| Overall | Nemotron-3-Ultradefault 44.05 | MiniMax-M3high 52.95+8.9 pts |
| Frontend interaction | Nemotron-3-Ultradefault 40 | MiniMax-M3high 65+25 pts |
| Knowledge & Reasoning | Nemotron-3-Ultradefault 40 | MiniMax-M3high 50+10 pts |
| Visual aesthetics | Nemotron-3-Ultradefault 61 | MiniMax-M3high 59−2 pts |
| Maintainability | Nemotron-3-Ultradefault 37 | MiniMax-M3high 44+7 pts |
Backend engineering evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Backend engineering evaluation| Metric | Nemotron-3-Ultra · default | MiniMax-M3 · high |
|---|---|---|
| Reference cost | Nemotron-3-Ultradefault $0.000 | MiniMax-M3high $0.31+$0.31 |
| Evaluation time | Nemotron-3-Ultradefault 17m 3s | MiniMax-M3high 22m 6s+29.6% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | Nemotron-3-Ultradefault | MiniMax-M3high |
|---|---|---|
| Contracts and boundaries | 0 / 20 | 7 / 20 |
| Retries and failures | 10 / 20 | 11 / 20 |
| CI and adversarial review | 9 / 20 | 4 / 20 |
| Transactions and consistency | 11 / 20 | 9 / 20 |
| Caching and regression | 16 / 20 | 15 / 20 |
Frontend interactionSubscores
| Scoring dimension | Nemotron-3-Ultradefault | MiniMax-M3high |
|---|---|---|
| Layout and adaptation | 8 / 20 | 18 / 20 |
| Interaction behavior | 7 / 20 | 15 / 20 |
| State continuity | 7 / 20 | 10 / 20 |
| Accessibility and feedback | 4 / 15 | 7 / 15 |
| State validation and regression | 14 / 25 | 15 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | Nemotron-3-Ultradefault | MiniMax-M3high |
|---|---|---|
| Mathematical reasoning | 10 / 15 | 0 / 15 |
| Computer science & AI | 10 / 15 | 0 / 15 |
| Science and engineering | 5 / 10 | 5 / 10 |
| Life sciences and medicine | 10 / 20 | 15 / 20 |
| Humanities and general knowledge | 5 / 40 | 30 / 40 |
Visual aestheticsSubscores
| Scoring dimension | Nemotron-3-Ultradefault | MiniMax-M3high |
|---|---|---|
| Composition | 16 / 20 | 19 / 20 |
| Spacing and alignment | 14 / 20 | 14 / 20 |
| Typography and expression | 19 / 20 | 16 / 20 |
| Color and surfaces | 19 / 20 | 18 / 20 |
| Control styling | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | Nemotron-3-Ultradefault | MiniMax-M3high |
|---|---|---|
| Semantic clarity | 14 / 20 | 14 / 20 |
| Control-flow organization | 16 / 20 | 19 / 20 |
| Locality of changes | 14 / 20 | 15 / 20 |
| State and lifecycle | 12 / 20 | 12 / 20 |
| Implementation economy | 16 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.