DeepSeek V4.1 Flash (Non-reasoning) vs Ling-3.0-flash-Fin

DeepSeek V4.1 Flash (Non-reasoning) vs Ling-3.0-flash-Fin. 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 V4.1 Flash (Non-reasoning)Ling-3.0-flash-FinDifference
Intelligence (higher is better)24.722.6−8.5% Ling-3.0-flash-Fin is 8.5% less intelligent
Total AA cost (lower is better)$238.91Not reported— not comparable
End-to-end time (lower is better)2.74sNot reported— not comparable
Price per 1M tokens (in / out)$0.30 / $1.20—
Input modalitiesText, ImageText
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/deepseek-v4-1-flash-non-reasoning/ling-3-0-flash-fin · Markdown: /api/v1/compare/deepseek-v4-1-flash-non-reasoning/ling-3-0-flash-fin?format=md · llms.txt · agent skill