Ling 3.0 Tiny vs Step 5 Preview

Ling 3.0 Tiny vs Step 5 Preview. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

InclusionAILing 3.0 TinyNot ranked · benchmark data missing
Intelligence
15.30
Total cost
-
StepFunStep 5 PreviewOff the frontier
Intelligence
43.70
Total cost
$925
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.

MetricLing 3.0 TinyStep 5 PreviewDifference
Intelligence (higher is better)15.343.7+185.6% Step 5 Preview is 2.9× more intelligent
Total AA cost (lower is better)Not reported$924.68— not comparable
End-to-end time (lower is better)69.54s33.68s−51.6% Step 5 Preview is 51.6% faster
Price per 1M tokens (in / out)$0.00 / $0.00$1.00 / $2.70
Input modalitiesTextText, Image
Open this matchup in the interactive pickerLing 3.0 Tiny: what beats itStep 5 Preview: what beats it
Matchup

Compare something else

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