deepseek-v4-pro
deepseek-v4-pro · high, showing frontend interaction. Results for all tested efforts are available below.
Frontend interaction54
deepseek-v4-pro · high
- Backend engineering
- 61
- Frontend interaction
- 54
- Knowledge & Reasoning
- 75
- Visual aesthetics
- 59
- Maintainability
- 55
- Evaluation time
- 16m 48s
- Reference cost
- $0.14
Frontend interaction · 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 |
|---|---|---|---|---|---|---|---|---|---|
| 63.60 | 61 | 54 | 75 | 59 | 55 | 61m 4s | $0.98Partial cost | ||
| 65.15 | 67 | 63 | 65 | 70 | 59 | 93m 15s | $1.15 |
Score breakdown
- Overall score
- 63.60
- Evaluation time
- 61m 4s
- Reference cost
- $0.98
Interface behavior, user interactions, and state feedback.
Layout and adaptation15 / 20
Content organization, layout constraints, and responsive adaptation.
Interaction behavior12 / 20
Input response, completed workflows, and edge-case interactions.
State continuity5 / 20
State propagation, recovery, and continuity across actions.
Accessibility and feedback7 / 15
Control semantics, accessibility support, and clear feedback.
State validation and regression15 / 25
Expected-state verification and behavioral regression checks.
What changes with higher reasoning effort
Compare frontend interaction scores, cost, and time across neighboring tested efforts.
high max
- Frontend interaction
- +9.0 pts 54.00 → 63.00
- Reference cost
- +$0.014 $0.14 → $0.16
- Evaluation time
- +11.2% 16m 48s → 18m 41s
Data snapshot published · 10/27/2026Scoring & cost notes