Gemma 4 12B (Reasoning) vs GLM-4.5V (Non-reasoning)
Gemma 4 12B (Reasoning) vs GLM-4.5V (Non-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) | GLM-4.5V (Non-reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 14.2 | 6.7 | −52.8% GLM-4.5V (Non-reasoni… is 52.8% less intelligent |
| Total AA cost (lower is better) | Not reported | Not reported | — not comparable |
| End-to-end time (lower is better) | 24.15s | 10.83s | −55.2% GLM-4.5V (Non-reasoni… is 55.2% faster |
| Price per 1M tokens (in / out) | $0.10 / $0.30 | $0.60 / $1.80 | |
| Input modalities | Text, Image, Speech, Video | Text, Image |
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-12b/glm-4-5v · Markdown: /api/v1/compare/gemma-4-12b/glm-4-5v?format=md · llms.txt · agent skill