Gemma 4 12B (Reasoning) vs GLM-5 (Non-reasoning)
Gemma 4 12B (Reasoning) vs GLM-5 (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-5 (Non-reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 14.2 | 21.8 | +53.5% GLM-5 (Non-reasoning) is 53.5% more intelligent |
| Total AA cost (lower is better) | Not reported | Not reported | — not comparable |
| End-to-end time (lower is better) | 24.01s | 9.62s | −59.9% GLM-5 (Non-reasoning) is 59.9% faster |
| Price per 1M tokens (in / out) | $0.10 / $0.30 | $1.00 / $3.20 | |
| Input modalities | Text, Image, Speech, Video | Text |
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-12b/glm-5-non-reasoning · Markdown: /api/v1/compare/gemma-4-12b/glm-5-non-reasoning?format=md · llms.txt · agent skill