Gemma 4 E2B (Reasoning) vs Step 3.5 Flash

Gemma 4 E2B (Reasoning) vs Step 3.5 Flash. 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.

MetricGemma 4 E2B (Reasoning)Step 3.5 FlashDifference
Intelligence (higher is better)7.816.6+112.8% Step 3.5 Flash is 2.1× more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)Not reported20.68s— not comparable
Price per 1M tokens (in / out)—$0.10 / $0.30
Input modalitiesText, Image, Speech, VideoText
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-e2b/step-3-5-flash-0202 · Markdown: /api/v1/compare/gemma-4-e2b/step-3-5-flash-0202?format=md · llms.txt · agent skill