Gemma 4 12B (Reasoning) vs Gemma 4 31B (Reasoning)
Gemma 4 12B (Reasoning) vs Gemma 4 31B (Reasoning). 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.
| Metric | Gemma 4 12B (Reasoning) | Gemma 4 31B (Reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | Not reported | Not reported | — not comparable |
| Total AA cost (lower is better) | Not reported | Not reported | — not comparable |
| End-to-end time (lower is better) | 23.22s | 64.23s | +176.6% Gemma 4 31B (Reasonin… is 176.6% slower |
| Price per 1M tokens (in / out) | $0.10 / $0.30 | $0.00 / $0.00 | |
| Input modalities | Text, Image, Speech, Video | Text, Image, Video |
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-12b/gemma-4-31b · Markdown: /api/v1/compare/gemma-4-12b/gemma-4-31b?format=md · llms.txt · agent skill