k3.1-pro
k3.1-pro · high, showing knowledge & reasoning. Results for all tested efforts are available below.
Knowledge & Reasoning80
k3.1-pro · high
- Backend engineering
- 72
- Frontend interaction
- 87
- Knowledge & Reasoning
- 80
- Visual aesthetics
- 68
- Maintainability
- 61
- Evaluation time
- 9m 59s
- Reference cost
- $0.41
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 |
|---|---|---|---|---|---|---|---|---|---|
| 76.10 | 72 | 87 | 80 | 68 | 61 | 31m 48s | $1.39 | ||
| 79.60 | 84 | 91 | 80 | 68 | 64 | 109m 33s | $5.00 |
Score breakdown
- Overall score
- 76.10
- Evaluation time
- 31m 48s
- Reference cost
- $1.39
Cross-disciplinary knowledge and complex problem solving.
Mathematical reasoning10 / 15
Mathematical concepts, logical deduction, and calculation accuracy.
Computer science & AI5 / 15
Computing systems, algorithms, and AI principles.
Science and engineering10 / 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 knowledge40 / 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 max
- Knowledge & Reasoning
- 0.0 pts 80.00 → 80.00
- Reference cost
- +$1.97 $0.41 → $2.38
- Evaluation time
- +358.5% 9m 59s → 45m 47s
Data snapshot published · 10/27/2026Scoring & cost notes