Gemma 4 12B (Reasoning) vs Ling 3.1 Flash

Gemma 4 12B (Reasoning) 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.

GoogleGemma 4 12B (Reasoning)Not ranked · benchmark data missing
Intelligence
14.20
Total cost
-
InclusionAILing 3.1 FlashOff the frontier
Intelligence
41.10
Total cost
$1015
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.

MetricGemma 4 12B (Reasoning)Ling 3.1 FlashDifference
Intelligence (higher is better)14.241.1+189.4% 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)24.01s13.66s−43.1% Ling 3.1 Flash is 43.1% faster
Price per 1M tokens (in / out)$0.10 / $0.30$0.30 / $0.90
Input modalitiesText, Image, Speech, VideoText
Open this matchup in the interactive pickerGemma 4 12B (Reasoning): what beats itLing 3.1 Flash: what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-12b/ling-3-1-flash · Markdown: /api/v1/compare/gemma-4-12b/ling-3-1-flash?format=md · llms.txt · agent skill