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Differences vs. gpt-6-luna · xhigh
Score, cost & time differences
Current baseline · gpt-6-luna · xhigh
50Knowledge & Reasoning
Compared with gpt-6-luna · xhigh
- MiniMax-M3 · high
Knowledge & Reasoning: tiedComparable cost unavailableEvaluation time 20m 5s (15m 24s less)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | gpt-6-luna · xhigh | MiniMax-M3 · high |
|---|---|---|
| Knowledge & Reasoning | gpt-6-lunaxhigh 50 | MiniMax-M3high 50Tied |
| Overall | gpt-6-lunaxhigh 62.00 | MiniMax-M3high 52.95−9.05 pts |
| Backend engineering | gpt-6-lunaxhigh 62 | MiniMax-M3high 46−16 pts |
| Frontend interaction | gpt-6-lunaxhigh 80 | MiniMax-M3high 65−15 pts |
| Visual aesthetics | gpt-6-lunaxhigh 68 | MiniMax-M3high 59−9 pts |
| Maintainability | gpt-6-lunaxhigh 59 | MiniMax-M3high 44−15 pts |
Knowledge & Reasoning evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Knowledge & Reasoning evaluation| Metric | gpt-6-luna · xhigh | MiniMax-M3 · high |
|---|---|---|
| Reference cost | gpt-6-lunaxhigh $0.026 | MiniMax-M3high N/A |
| Evaluation time | gpt-6-lunaxhigh 35m 30s | MiniMax-M3high 20m 5s−43.4% |
Capability profiles
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Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | gpt-6-lunaxhigh | MiniMax-M3high |
|---|---|---|
| Contracts and boundaries | 10 / 20 | 7 / 20 |
| Retries and failures | 16 / 20 | 11 / 20 |
| CI and adversarial review | 9 / 20 | 4 / 20 |
| Transactions and consistency | 13 / 20 | 9 / 20 |
| Caching and regression | 14 / 20 | 15 / 20 |
Frontend interactionSubscores
| Scoring dimension | gpt-6-lunaxhigh | MiniMax-M3high |
|---|---|---|
| Layout and adaptation | 18 / 20 | 18 / 20 |
| Interaction behavior | 20 / 20 | 15 / 20 |
| State continuity | 15 / 20 | 10 / 20 |
| Accessibility and feedback | 10 / 15 | 7 / 15 |
| State validation and regression | 17 / 25 | 15 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | gpt-6-lunaxhigh | MiniMax-M3high |
|---|---|---|
| Mathematical reasoning | 0 / 15 | 0 / 15 |
| Computer science & AI | 5 / 15 | 0 / 15 |
| Science and engineering | 10 / 10 | 5 / 10 |
| Life sciences and medicine | 15 / 20 | 15 / 20 |
| Humanities and general knowledge | 20 / 40 | 30 / 40 |
Visual aestheticsSubscores
| Scoring dimension | gpt-6-lunaxhigh | MiniMax-M3high |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 16 / 20 | 14 / 20 |
| Typography and expression | 17 / 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 | gpt-6-lunaxhigh | MiniMax-M3high |
|---|---|---|
| Semantic clarity | 15 / 20 | 14 / 20 |
| Control-flow organization | 20 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 18 / 20 | 12 / 20 |
| Implementation economy | 16 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.