Gemma 4 31B (Non-reasoning) vs Ling 3.0 Tiny
Gemma 4 31B (Non-reasoning) vs Ling 3.0 Tiny. 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 31B (Non-reasoning) | Ling 3.0 Tiny | 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) | 10.03s | 45.54s | +354.0% Ling 3.0 Tiny is 354.0% slower |
| Price per 1M tokens (in / out) | $0.17 / $0.40 | $0.00 / $0.00 | |
| Input modalities | Text, Image, Video | Text |
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-31b-non-reasoning/ling-3-0-tiny · Markdown: /api/v1/compare/gemma-4-31b-non-reasoning/ling-3-0-tiny?format=md · llms.txt · agent skill