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deepseek-v4-flash

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

Frontend interaction76

deepseek-v4-flash · high

Backend engineering
58
Frontend interaction
76
Knowledge & Reasoning
55
Visual aesthetics
61
Maintainability
53
Evaluation time
16m 48s
Reference cost
$0.067

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
60.50587655615398m 25s$0.42
56.10546155614789m 12s$0.60

Score breakdown

Overall score
60.50
Evaluation time
98m 25s
Reference cost
$0.42

Interface behavior, user interactions, and state feedback.

Layout and adaptation16 / 20

Content organization, layout constraints, and responsive adaptation.

Interaction behavior20 / 20

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

State continuity15 / 20

State propagation, recovery, and continuity across actions.

Accessibility and feedback10 / 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
−15.0 pts
76.00 61.00
Reference cost
−$0.002
$0.067 $0.066
Evaluation time
−11.0%
16m 48s 14m 57s
View full comparison
Data snapshot published · 10/27/2026Scoring & cost notes