Model comparison
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Differences vs. MiniMax-M3.1-Flash · xhigh
Score, cost & time differences
Current baseline · MiniMax-M3.1-Flash · xhigh
75Knowledge & Reasoning
Compared with MiniMax-M3.1-Flash · xhigh
- deepseek-v4.1-flash-1017 · max
Knowledge & Reasoning: tiedReference cost $0.27 ($0.19 more)Evaluation time 28m 33s (1m 51s less)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | MiniMax-M3.1-Flash · xhigh | deepseek-v4.1-flash-1017 · max |
|---|---|---|
| Knowledge & Reasoning | MiniMax-M3.1-Flashxhigh 75 | deepseek-v4.1-flash-1017max 75Tied |
| Overall | MiniMax-M3.1-Flashxhigh 70.20 | deepseek-v4.1-flash-1017max 74.30+4.1 pts |
| Backend engineering | MiniMax-M3.1-Flashxhigh 68 | deepseek-v4.1-flash-1017max 72+4 pts |
| Frontend interaction | MiniMax-M3.1-Flashxhigh 82 | deepseek-v4.1-flash-1017max 96+14 pts |
| Visual aesthetics | MiniMax-M3.1-Flashxhigh 59 | deepseek-v4.1-flash-1017max 61+2 pts |
| Maintainability | MiniMax-M3.1-Flashxhigh 51 | deepseek-v4.1-flash-1017max 53+2 pts |
Knowledge & Reasoning evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Knowledge & Reasoning evaluation| Metric | MiniMax-M3.1-Flash · xhigh | deepseek-v4.1-flash-1017 · max |
|---|---|---|
| Reference cost | MiniMax-M3.1-Flashxhigh $0.076 | deepseek-v4.1-flash-1017max $0.27+$0.19 |
| Evaluation time | MiniMax-M3.1-Flashxhigh 30m 25s | deepseek-v4.1-flash-1017max 28m 33s−6.1% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | MiniMax-M3.1-Flashxhigh | deepseek-v4.1-flash-1017max |
|---|---|---|
| Contracts and boundaries | 11 / 20 | 17 / 20 |
| Retries and failures | 15 / 20 | 15 / 20 |
| CI and adversarial review | 10 / 20 | 11 / 20 |
| Transactions and consistency | 17 / 20 | 14 / 20 |
| Caching and regression | 15 / 20 | 15 / 20 |
Frontend interactionSubscores
| Scoring dimension | MiniMax-M3.1-Flashxhigh | deepseek-v4.1-flash-1017max |
|---|---|---|
| Layout and adaptation | 20 / 20 | 20 / 20 |
| Interaction behavior | 19 / 20 | 20 / 20 |
| State continuity | 15 / 20 | 20 / 20 |
| Accessibility and feedback | 13 / 15 | 11 / 15 |
| State validation and regression | 15 / 25 | 25 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | MiniMax-M3.1-Flashxhigh | deepseek-v4.1-flash-1017max |
|---|---|---|
| Mathematical reasoning | 10 / 15 | 15 / 15 |
| Computer science & AI | 10 / 15 | 15 / 15 |
| Science and engineering | 5 / 10 | 5 / 10 |
| Life sciences and medicine | 20 / 20 | 15 / 20 |
| Humanities and general knowledge | 30 / 40 | 25 / 40 |
Visual aestheticsSubscores
| Scoring dimension | MiniMax-M3.1-Flashxhigh | deepseek-v4.1-flash-1017max |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 14 / 20 | 15 / 20 |
| Typography and expression | 16 / 20 | 16 / 20 |
| Color and surfaces | 19 / 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-Flashxhigh | deepseek-v4.1-flash-1017max |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 18 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 14 / 20 |
| State and lifecycle | 17 / 20 | 17 / 20 |
| Implementation economy | 15 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.