deepseek-v4.1-flash
deepseek-v4.1-flash · max, showing frontend interaction. Results for all tested efforts are available below.
Frontend interaction88
deepseek-v4.1-flash · max
- Backend engineering
- 62
- Frontend interaction
- 88
- Knowledge & Reasoning
- 65
- Visual aesthetics
- 64
- Maintainability
- 55
- Evaluation time
- 8m 8s
- Reference cost
- $0.057
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 |
|---|---|---|---|---|---|---|---|---|---|
| 52.35 | 56 | 44 | 50 | 61 | 57 | 29m 47s | $0.29 | ||
| 67.85 | 62 | 88 | 65 | 64 | 55 | 35m 40s | $0.41 |
Score breakdown
- Overall score
- 67.85
- Evaluation time
- 35m 40s
- Reference cost
- $0.41
Interface behavior, user interactions, and state feedback.
Layout and adaptation20 / 20
Content organization, layout constraints, and responsive adaptation.
Interaction behavior20 / 20
Input response, completed workflows, and edge-case interactions.
State continuity20 / 20
State propagation, recovery, and continuity across actions.
Accessibility and feedback13 / 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
- +44.0 pts 44.00 → 88.00
- Reference cost
- +$0.012 $0.045 → $0.057
- Evaluation time
- +21.7% 6m 41s → 8m 8s
Data snapshot published · 10/27/2026Scoring & cost notes