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DeepSeek V4.1 Flash (1017)

DeepSeek V4.1 Flash (1017) has 3 tested configurations. Its highest published overall score is 77.4 at max. Inspect dimension scores, evaluation time, and cost below.

Overall score77.4

DeepSeek V4.1 Flash (1017) · max

Backend engineering
69
Frontend interaction
91
Knowledge & reasoning
75
Evaluation time
64m 50s
Cost
—

Complete evaluation · API cost

Overall rank 19 / 52 models · Best tested effortBackend tested · 10/17/2026Tasks & methodology

Results by reasoning effort

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Model / effortOverallBackend engineeringFrontend interactionKnowledge & reasoningTotal eval. timeTotal ref. costCompare
69.360817027m 47s$0.30
70.658837537m 29s$0.26
77.469917564m 50s—

Score breakdown

Overall score
77.4
Evaluation time
64m 50s
Cost
N/A

Service logic, error handling and verification.

Contracts and boundaries17 / 20

API contracts, input validation and boundary behavior.

Retries and failures15 / 20

Recovery, retry conditions and failure handling.

CI and adversarial review11 / 20

Verification plans, risk detection and audit evidence.

Transactions and consistency14 / 20

State transitions, concurrency and consistency.

Caching and regression12 / 20

Invalidation, data updates and regression coverage.

What changes with higher reasoning effort

Compare overall scores, cost, and time across neighboring tested efforts.

xhigh max
Overall
+6.8 pts
70.6 77.4
Cost
—
$0.26 —
Evaluation time
+72.9%
37m 29s 64m 50s
View full comparison
Data snapshot published · 11/13/2026Scoring & cost notes