ERNIE 5.0 Thinking Preview vs Ling 3.1 Flash

ERNIE 5.0 Thinking Preview vs Ling 3.1 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.

MetricERNIE 5.0 Thinking PreviewLing 3.1 FlashDifference
Intelligence (higher is better)14.341.1+187.4% Ling 3.1 Flash is 2.9× more intelligent
Total AA cost (lower is better)Not reported$1,014.56— not comparable
End-to-end time (lower is better)Not reported13.66s— not comparable
Price per 1M tokens (in / out)—$0.30 / $0.90
Input modalitiesText, Image, VideoText
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/ernie-5-0-thinking-preview/ling-3-1-flash · Markdown: /api/v1/compare/ernie-5-0-thinking-preview/ling-3-1-flash?format=md · llms.txt · agent skill