Model comparison
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Differences vs. MiniMax-M3.1-Flash · high
Score, cost & time differences
Current baseline · MiniMax-M3.1-Flash · high
62Backend engineering
Compared with MiniMax-M3.1-Flash · high
- MiniMax-M3.1-Flash · xhigh
Backend engineering: +6 ptsReference cost $0.069 ($0.016 more)Evaluation time 25m 2s (11m 18s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | MiniMax-M3.1-Flash · high | MiniMax-M3.1-Flash · xhigh |
|---|---|---|
| Backend engineering | MiniMax-M3.1-Flashhigh 62 | MiniMax-M3.1-Flashxhigh 68+6 pts |
| Overall | MiniMax-M3.1-Flashhigh 67.45 | MiniMax-M3.1-Flashxhigh 70.20+2.75 pts |
| Frontend interaction | MiniMax-M3.1-Flashhigh 88 | MiniMax-M3.1-Flashxhigh 82−6 pts |
| Knowledge & Reasoning | MiniMax-M3.1-Flashhigh 65 | MiniMax-M3.1-Flashxhigh 75+10 pts |
| Visual aesthetics | MiniMax-M3.1-Flashhigh 64 | MiniMax-M3.1-Flashxhigh 59−5 pts |
| Maintainability | MiniMax-M3.1-Flashhigh 51 | MiniMax-M3.1-Flashxhigh 51Tied |
Backend engineering evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Backend engineering evaluation| Metric | MiniMax-M3.1-Flash · high | MiniMax-M3.1-Flash · xhigh |
|---|---|---|
| Reference cost | MiniMax-M3.1-Flashhigh $0.053 | MiniMax-M3.1-Flashxhigh $0.069+$0.016 |
| Evaluation time | MiniMax-M3.1-Flashhigh 13m 45s | MiniMax-M3.1-Flashxhigh 25m 2s+82.1% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | MiniMax-M3.1-Flashhigh | MiniMax-M3.1-Flashxhigh |
|---|---|---|
| Contracts and boundaries | 6 / 20 | 11 / 20 |
| Retries and failures | 17 / 20 | 15 / 20 |
| CI and adversarial review | 11 / 20 | 10 / 20 |
| Transactions and consistency | 13 / 20 | 17 / 20 |
| Caching and regression | 15 / 20 | 15 / 20 |
Frontend interactionSubscores
| Scoring dimension | MiniMax-M3.1-Flashhigh | MiniMax-M3.1-Flashxhigh |
|---|---|---|
| Layout and adaptation | 19 / 20 | 20 / 20 |
| Interaction behavior | 20 / 20 | 19 / 20 |
| State continuity | 20 / 20 | 15 / 20 |
| Accessibility and feedback | 15 / 15 | 13 / 15 |
| State validation and regression | 14 / 25 | 15 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | MiniMax-M3.1-Flashhigh | MiniMax-M3.1-Flashxhigh |
|---|---|---|
| Mathematical reasoning | 0 / 15 | 10 / 15 |
| Computer science & AI | 5 / 15 | 10 / 15 |
| Science and engineering | 10 / 10 | 5 / 10 |
| Life sciences and medicine | 20 / 20 | 20 / 20 |
| Humanities and general knowledge | 30 / 40 | 30 / 40 |
Visual aestheticsSubscores
| Scoring dimension | MiniMax-M3.1-Flashhigh | MiniMax-M3.1-Flashxhigh |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 16 / 20 | 14 / 20 |
| Typography and expression | 17 / 20 | 16 / 20 |
| Color and surfaces | 18 / 20 | 19 / 20 |
| Control styling | 16 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | MiniMax-M3.1-Flashhigh | MiniMax-M3.1-Flashxhigh |
|---|---|---|
| Semantic clarity | 13 / 20 | 15 / 20 |
| Control-flow organization | 19 / 20 | 18 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 16 / 20 | 17 / 20 |
| Implementation economy | 17 / 20 | 15 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.