deepseek-v4.1-flash-1017
deepseek-v4.1-flash-1017 · high, showing knowledge & reasoning. Results for all tested efforts are available below.
Knowledge & Reasoning70
deepseek-v4.1-flash-1017 · high
- Backend engineering
- 64
- Frontend interaction
- 85
- Knowledge & Reasoning
- 70
- Visual aesthetics
- 66
- Maintainability
- 59
- Evaluation time
- 12m 45s
- Reference cost
- $0.16
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 |
|---|---|---|---|---|---|---|---|---|---|
| 70.10 | 64 | 85 | 70 | 66 | 59 | 27m 47s | $0.30 | ||
| 69.90 | 64 | 83 | 75 | 57 | 57 | 37m 29s | $0.26 | ||
| 74.30 | 72 | 96 | 75 | 61 | 53 | 64m 50s | $0.45 |
Score breakdown
- Overall score
- 70.10
- Evaluation time
- 27m 47s
- Reference cost
- $0.30
Cross-disciplinary knowledge and complex problem solving.
Mathematical reasoning15 / 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 knowledge20 / 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
- +5.0 pts 70.00 → 75.00
- Reference cost
- −$0.013 $0.16 → $0.15
- Evaluation time
- +81.5% 12m 45s → 23m 8s
Data snapshot published · 10/27/2026Scoring & cost notes