Model comparison
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Differences vs. Qwen 3.8 27b · default
Score, cost & time differences
Current baseline · Qwen 3.8 27b · default
53.00Overall
Compared with Qwen 3.8 27b · default
- MiniMax-M3 · high
Overall: −0.05 ptsComparable cost unavailableEvaluation time 56m 33s (47m 58s less)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | Qwen 3.8 27b · default | MiniMax-M3 · high |
|---|---|---|
| Overall | Qwen 3.8 27bdefault 53.00 | MiniMax-M3high 52.95−0.05 pts |
| Backend engineering | Qwen 3.8 27bdefault 64 | MiniMax-M3high 46−18 pts |
| Frontend interaction | Qwen 3.8 27bdefault 87 | MiniMax-M3high 65−22 pts |
| Knowledge & Reasoning | Qwen 3.8 27bdefault 20 | MiniMax-M3high 50+30 pts |
| Visual aesthetics | Qwen 3.8 27bdefault 66 | MiniMax-M3high 59−7 pts |
| Maintainability | Qwen 3.8 27bdefault 59 | MiniMax-M3high 44−15 pts |
Complete evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Complete evaluation| Metric | Qwen 3.8 27b · default | MiniMax-M3 · high |
|---|---|---|
| Reference cost | Qwen 3.8 27bdefault $1.79 | MiniMax-M3high N/A |
| Evaluation time | Qwen 3.8 27bdefault 104m 31s | MiniMax-M3high 56m 33s−45.9% |
Capability profiles
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Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | Qwen 3.8 27bdefault | MiniMax-M3high |
|---|---|---|
| Contracts and boundaries | 9 / 20 | 7 / 20 |
| Retries and failures | 18 / 20 | 11 / 20 |
| CI and adversarial review | 9 / 20 | 4 / 20 |
| Transactions and consistency | 13 / 20 | 9 / 20 |
| Caching and regression | 15 / 20 | 15 / 20 |
Frontend interactionSubscores
| Scoring dimension | Qwen 3.8 27bdefault | MiniMax-M3high |
|---|---|---|
| Layout and adaptation | 20 / 20 | 18 / 20 |
| Interaction behavior | 20 / 20 | 15 / 20 |
| State continuity | 15 / 20 | 10 / 20 |
| Accessibility and feedback | 15 / 15 | 7 / 15 |
| State validation and regression | 17 / 25 | 15 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | Qwen 3.8 27bdefault | MiniMax-M3high |
|---|---|---|
| Mathematical reasoning | 5 / 15 | 0 / 15 |
| Computer science & AI | 5 / 15 | 0 / 15 |
| Science and engineering | 0 / 10 | 5 / 10 |
| Life sciences and medicine | 5 / 20 | 15 / 20 |
| Humanities and general knowledge | 5 / 40 | 30 / 40 |
Visual aestheticsSubscores
| Scoring dimension | Qwen 3.8 27bdefault | MiniMax-M3high |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 17 / 20 | 14 / 20 |
| Typography and expression | 16 / 20 | 16 / 20 |
| Color and surfaces | 19 / 20 | 18 / 20 |
| Control styling | 16 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | Qwen 3.8 27bdefault | MiniMax-M3high |
|---|---|---|
| Semantic clarity | 15 / 20 | 14 / 20 |
| Control-flow organization | 19 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 18 / 20 | 12 / 20 |
| Implementation economy | 17 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.