DeepSeek V4 Pro 0424 (Non-reasoning) vs Ling 3.0 Flash

DeepSeek V4 Pro 0424 (Non-reasoning) vs Ling 3.0 Flash. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

Verdict

Comparison incomplete

A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

MetricDeepSeek V4 Pro 0424 (Non-reasoning)Ling 3.0 FlashDifference
Intelligence (higher is better)20.820.1−3.4% Ling 3.0 Flash is 3.4% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)6.46s11.78s+82.4% Ling 3.0 Flash is 82.4% slower
Price per 1M tokens (in / out)$0.43 / $0.87$0.07 / $0.22
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Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/deepseek-v4-pro-0424-non-reasoning/ling-3-0-flash · Markdown: /api/v1/compare/deepseek-v4-pro-0424-non-reasoning/ling-3-0-flash?format=md · llms.txt · agent skill