Gemma 4 12B (Non-reasoning) vs Nex-N2-Pro (Based on Qwen3.5-397B-A17B)
Gemma 4 12B (Non-reasoning) vs Nex-N2-Pro (Based on Qwen3.5-397B-A17B). 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 (Non-reasoning) | Nex-N2-Pro (Based on Qwen3.5-397B-A17B) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 9.4 | 28.2 | +200.0% Nex-N2-Pro (Based on … is 3.0× more intelligent |
| Total AA cost (lower is better) | Not reported | Not reported | — not comparable |
| End-to-end time (lower is better) | 6.52s | Not reported | — not comparable |
| Price per 1M tokens (in / out) | $0.10 / $0.30 | — | |
| 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-non-reasoning/nex-n2-pro · Markdown: /api/v1/compare/gemma-4-12b-non-reasoning/nex-n2-pro?format=md · llms.txt · agent skill