Gemma 4 E4B (Non-reasoning) vs LFM2 8B A1B

Gemma 4 E4B (Non-reasoning) vs LFM2 8B A1B. 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)LFM2 8B A1BDifference
Intelligence (higher is better)7.54.9−34.7% LFM2 8B A1B is 34.7% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)11.06sNot reported— not comparable
Price per 1M tokens (in / out)$0.02 / $0.10—
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/lfm2-8b-a1b · Markdown: /api/v1/compare/gemma-4-e4b-non-reasoning/lfm2-8b-a1b?format=md · llms.txt · agent skill