deepseek-v4-flash-vision-exp
deepseek-v4-flash-vision-exp · high, showing frontend interaction. Results for all tested efforts are available below.
Frontend interaction43
deepseek-v4-flash-vision-exp · high
- Backend engineering
- 61
- Frontend interaction
- 43
- Knowledge & Reasoning
- 70
- Visual aesthetics
- 61
- Maintainability
- 55
- Evaluation time
- 11m 8s
- Reference cost
- $0.045
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 |
|---|---|---|---|---|---|---|---|---|---|
| 59.95 | 61 | 43 | 70 | 61 | 55 | 88m 43s | $0.32 | ||
| — | 67 | 15 | 65 | — | — | 93m 29s | $0.51 |
Score breakdown
- Overall score
- 59.95
- Evaluation time
- 88m 43s
- Reference cost
- $0.32
Interface behavior, user interactions, and state feedback.
Layout and adaptation8 / 20
Content organization, layout constraints, and responsive adaptation.
Interaction behavior10 / 20
Input response, completed workflows, and edge-case interactions.
State continuity6 / 20
State propagation, recovery, and continuity across actions.
Accessibility and feedback5 / 15
Control semantics, accessibility support, and clear feedback.
State validation and regression14 / 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
- −28.0 pts 43.00 → 15.00
- Reference cost
- +$0.015 $0.045 → $0.060
- Evaluation time
- +26.9% 11m 8s → 14m 8s
Data snapshot published · 10/27/2026Scoring & cost notes