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deepseek-v4.1-flash-1017

deepseek-v4.1-flash-1017 · high, showing frontend interaction. Results for all tested efforts are available below.

Frontend interaction85

deepseek-v4.1-flash-1017 · high

Backend engineering
64
Frontend interaction
85
Knowledge & Reasoning
70
Visual aesthetics
66
Maintainability
59
Evaluation time
7m 3s
Reference cost
$0.062

Frontend interaction · Evaluation time & API cost

Tasks & methodology

Results by reasoning effort

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Model / effortOverallBackend engineeringFrontend interactionKnowledge & ReasoningVisual aestheticsMaintainabilityTotal eval. timeTotal ref. costCompare
70.10648570665927m 47s$0.30
69.90648375575737m 29s$0.26
74.30729675615364m 50s$0.45

Score breakdown

Overall score
70.10
Evaluation time
27m 47s
Reference cost
$0.30

Interface behavior, user interactions, and state feedback.

Layout and adaptation18 / 20

Content organization, layout constraints, and responsive adaptation.

Interaction behavior20 / 20

Input response, completed workflows, and edge-case interactions.

State continuity13 / 20

State propagation, recovery, and continuity across actions.

Accessibility and feedback13 / 15

Control semantics, accessibility support, and clear feedback.

State validation and regression21 / 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 xhigh
Frontend interaction
−2.0 pts
85.00 83.00
Reference cost
−$0.006
$0.062 $0.056
Evaluation time
−7.4%
7m 3s 6m 31s
View full comparison
Data snapshot published · 10/27/2026Scoring & cost notes