Gemma 4 E4B (Non-reasoning) vs MiMo-V2.5-Pro (Reasoning)

Gemma 4 E4B (Non-reasoning) vs MiMo-V2.5-Pro (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.

MetricGemma 4 E4B (Non-reasoning)MiMo-V2.5-Pro (Reasoning)Difference
Intelligence (higher is better)7.526.0+246.7% MiMo-V2.5-Pro (Reason… is 3.5× more intelligent
Total AA cost (lower is better)Not reported$231.08— not comparable
End-to-end time (lower is better)11.06s49.58s+348.3% MiMo-V2.5-Pro (Reason… is 348.3% slower
Price per 1M tokens (in / out)$0.02 / $0.10$0.41 / $1.02
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-e4b-non-reasoning/mimo-v2-5-pro · Markdown: /api/v1/compare/gemma-4-e4b-non-reasoning/mimo-v2-5-pro?format=md · llms.txt · agent skill