hy4-preview
hy4-preview · high, showing knowledge & reasoning. Results for all tested efforts are available below.
Knowledge & Reasoning65
hy4-preview · high
- Backend engineering
- 74
- Frontend interaction
- 73
- Knowledge & Reasoning
- 65
- Visual aesthetics
- 59
- Maintainability
- 57
- Evaluation time
- 137m 38s
- Reference cost
- $1.09
Knowledge & Reasoning · Evaluation time & API cost
Tested configuration
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| Model / effort | Overall | Backend engineering | Frontend interaction | Knowledge & Reasoning | Visual aesthetics | Maintainability | Total eval. time | Total ref. cost | Compare |
|---|---|---|---|---|---|---|---|---|---|
| 66.70 | 74 | 73 | 65 | 59 | 57 | 218m 41s | $1.63 |
Score breakdown
- Overall score
- 66.70
- Evaluation time
- 218m 41s
- Reference cost
- $1.63
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 engineering0 / 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 knowledge25 / 40
Humanities, social sciences, conceptual distinctions, and synthesis.
Data snapshot published · 10/27/2026Scoring & cost notes