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
- 75
- Frontend interaction
- 57
- Knowledge & Reasoning
- 75
- Visual aesthetics
- 70
- Maintainability
- 53
- Evaluation time
- 23m 12s
- Reference 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 | — | ||
| — | 65 | — | 75 | — | — | 28m 29s | — | ||
| — | 50 | 15 | — | — | — | 17m 55s | — | ||
| 68.45 | 75 | 57 | 75 | 70 | 53 | 54m 7s | — |
Score breakdown
- Overall score
- 68.45
- Evaluation time
- 54m 7s
- Reference cost
- N/A
Cross-disciplinary knowledge and complex problem solving.
Mathematical reasoning10 / 15
Mathematical concepts, logical deduction, and calculation accuracy.
Computer science & AI15 / 15
Computing systems, algorithms, and AI principles.
Science and engineering5 / 10
Scientific principles, quantitative analysis, and engineering problem solving.
Life sciences and medicine15 / 20
Biological mechanisms, medical knowledge, and domain-specific reasoning.
Humanities and general knowledge30 / 40
Humanities, social sciences, 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
- Reference cost
- — — → —
- Evaluation time
- — — → 23m 12s
Data snapshot published · 10/27/2026Scoring & cost notes