DeepSeek V3.1 (Non-reasoning) vs Gemma 4 E2B (Non-reasoning)

DeepSeek V3.1 (Non-reasoning) vs Gemma 4 E2B (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.

MetricDeepSeek V3.1 (Non-reasoning)Gemma 4 E2B (Non-reasoning)Difference
Intelligence (higher is better)13.76.5−52.6% Gemma 4 E2B (Non-reas… is 52.6% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)6.52sNot reported— not comparable
Price per 1M tokens (in / out)$0.56 / $1.68—
Input modalitiesTextText, Image, Speech, Video
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/deepseek-v3-1/gemma-4-e2b-non-reasoning · Markdown: /api/v1/compare/deepseek-v3-1/gemma-4-e2b-non-reasoning?format=md · llms.txt · agent skill