Gemma 4 12B (Non-reasoning) vs Trinity Large Thinking

Gemma 4 12B (Non-reasoning) vs Trinity Large Thinking. 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 (Non-reasoning)Not ranked · benchmark data missing
Intelligence
9.40
Total cost
-
Arcee AITrinity Large ThinkingOff the frontier
Intelligence
10.80
Total cost
$233
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 (Non-reasoning)Trinity Large ThinkingDifference
Intelligence (higher is better)9.410.8+14.9% Trinity Large Thinking is 14.9% more intelligent
Total AA cost (lower is better)Not reported$232.95— not comparable
End-to-end time (lower is better)6.40s8.30s+29.7% Trinity Large Thinking is 29.7% slower
Price per 1M tokens (in / out)$0.10 / $0.30$0.25 / $0.80
Input modalitiesText, Image, Speech, VideoText
Open this matchup in the interactive pickerGemma 4 12B (Non-reasoning): what beats itTrinity Large Thinking: what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-12b-non-reasoning/trinity-large-thinking · Markdown: /api/v1/compare/gemma-4-12b-non-reasoning/trinity-large-thinking?format=md · llms.txt · agent skill