Ling 3.0 Flash vs Magistral Small 1.2

Ling 3.0 Flash vs Magistral Small 1.2. 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.

MetricLing 3.0 FlashMagistral Small 1.2Difference
Intelligence (higher is better)20.18.6−57.2% Magistral Small 1.2 is 57.2% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)12.48s33.86s+171.3% Magistral Small 1.2 is 171.3% slower
Price per 1M tokens (in / out)$0.07 / $0.22$0.50 / $1.50
Input modalitiesTextText, Image
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/ling-3-0-flash/magistral-small-2509 · Markdown: /api/v1/compare/ling-3-0-flash/magistral-small-2509?format=md · llms.txt · agent skill