Gemma 4 12B (Non-reasoning) vs Hy3

Gemma 4 12B (Non-reasoning) vs Hy3. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

GoogleGemma 4 12B (Non-reasoning)Not ranked · benchmark data missing
Intelligence
9.40
Total cost
-
TencentHy3Off the frontier
Intelligence
25.30
Total cost
$150
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.

MetricGemma 4 12B (Non-reasoning)Hy3Difference
Intelligence (higher is better)9.425.3+169.1% Hy3 is 2.7× more intelligent
Total AA cost (lower is better)Not reported$149.61— not comparable
End-to-end time (lower is better)6.40s33.13s+417.7% Hy3 is 417.7% slower
Price per 1M tokens (in / out)$0.10 / $0.30$0.14 / $0.56
Input modalitiesText, Image, Speech, VideoText
Open this matchup in the interactive pickerGemma 4 12B (Non-reasoning): what beats itHy3: what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-12b-non-reasoning/hy3 · Markdown: /api/v1/compare/gemma-4-12b-non-reasoning/hy3?format=md · llms.txt · agent skill