MiniMax-M3.1-Flash
MiniMax-M3.1-Flash · max, showing knowledge & reasoning. Results for all tested efforts are available below.
Knowledge & Reasoning80
MiniMax-M3.1-Flash · max
- Backend engineering
- 73
- Frontend interaction
- 75
- Knowledge & Reasoning
- 80
- Visual aesthetics
- 66
- Maintainability
- 61
- Evaluation time
- 41m 57s
- Reference cost
- $0.048
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
- 73.60
- Evaluation time
- 87m 15s
- Reference cost
- $0.21
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 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.
xhigh max
- Knowledge & Reasoning
- +5.0 pts 75.00 → 80.00
- Reference cost
- −$0.028 $0.076 → $0.048
- Evaluation time
- +38.0% 30m 25s → 41m 57s
Data snapshot published · 10/27/2026Scoring & cost notes