MiniMax-M3.1-Flash
MiniMax-M3.1-Flash · xhigh, showing knowledge & reasoning. Results for all tested efforts are available below.
Knowledge & Reasoning75
MiniMax-M3.1-Flash · xhigh
- Backend engineering
- 68
- Frontend interaction
- 82
- Knowledge & Reasoning
- 75
- Visual aesthetics
- 59
- Maintainability
- 51
- Evaluation time
- 30m 25s
- Reference cost
- $0.076
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 |
|---|---|---|---|---|---|---|---|---|---|
| 67.45 | 62 | 88 | 65 | 64 | 51 | 70m 28s | $0.17 | ||
| 70.20 | 68 | 82 | 75 | 59 | 51 | 66m 40s | $0.18 | ||
| 73.60 | 73 | 75 | 80 | 66 | 61 | 87m 15s | $0.21 |
Score breakdown
- Overall score
- 70.20
- Evaluation time
- 66m 40s
- Reference cost
- $0.18
Cross-disciplinary knowledge and complex problem solving.
Mathematical reasoning10 / 15
Mathematical concepts, logical deduction, and calculation accuracy.
Computer science & AI10 / 15
Computing systems, algorithms, and AI principles.
Science and engineering5 / 10
Scientific principles, quantitative analysis, and engineering problem solving.
Life sciences and medicine20 / 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.
high xhigh
- Knowledge & Reasoning
- +10.0 pts 65.00 → 75.00
- Reference cost
- −$0.021 $0.097 → $0.076
- Evaluation time
- −35.3% 47m 2s → 30m 25s
Data snapshot published · 10/27/2026Scoring & cost notes