MiniMax M3.1 Flash Preview
MiniMax M3.1 Flash Preview · max, showing knowledge & reasoning. Results for all tested efforts are available below.
Knowledge & reasoning75
MiniMax M3.1 Flash Preview · max
- Backend engineering
- 71
- Frontend interaction
- 53
- Knowledge & reasoning
- 75
- Visual aesthetics
- 70
- Maintainability
- 53
- Evaluation time
- 23m 12s
- Cost
- —
Knowledge & reasoning · Evaluation time & API cost
Results by reasoning effort
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| Model / effort | Overall | Backend engineering | Frontend interaction | Knowledge & reasoning | Visual aesthetics | Maintainability | Total eval. time | Total ref. cost | Compare |
|---|---|---|---|---|---|---|---|---|---|
| — | 30 | — | — | — | — | 3m 21s | — | ||
| — | 34 | — | — | — | — | 4m 28s | — | ||
| — | 63 | — | 75 | — | — | 28m 29s | — | ||
| — | 47 | 15 | — | — | — | 17m 55s | — | ||
| 66.00 | 71 | 53 | 75 | 70 | 53 | 54m 7s | — |
Score breakdown
- Overall score
- 66.00
- Evaluation time
- 54m 7s
- Cost
- N/A
Cross-disciplinary knowledge and complex problem solving.
Mathematical reasoning10 / 15
Mathematical knowledge, deduction and calculation accuracy.
Computer science & AI15 / 15
Computing principles, algorithms and AI knowledge.
Science and engineering5 / 10
Scientific principles, quantitative analysis and engineering problems.
Life sciences and medicine15 / 20
Biological knowledge, mechanisms and domain-specific reasoning.
Humanities and general knowledge30 / 40
Humanities, social knowledge, conceptual distinctions and synthesis.
What changes with higher reasoning effort
Compare knowledge & reasoning scores, cost, and time across neighboring tested efforts.
xhigh max
- Knowledge & reasoning
- — — → 75.00
- Cost
- — — → —
- Evaluation time
- — — → 23m 12s
Data snapshot published · 11/13/2026Scoring & cost notes