Gemma 4 E4B (Reasoning) vs Ling-flash-2.0

Gemma 4 E4B (Reasoning) vs Ling-flash-2.0. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

GoogleGemma 4 E4B (Reasoning)On the open-weights frontier
Intelligence
8.90
Total cost
$14.7
InclusionAILing-flash-2.0Not ranked · benchmark data missing
Intelligence
7.80
Total cost
-
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 (Reasoning)Ling-flash-2.0Difference
Intelligence (higher is better)8.97.8−12.4% Ling-flash-2.0 is 12.4% less intelligent
Total AA cost (lower is better)$14.68Not reported— not comparable
End-to-end time (lower is better)57.72s112.65s+95.2% Ling-flash-2.0 is 95.2% slower
Price per 1M tokens (in / out)$0.02 / $0.10$0.14 / $0.57
Input modalitiesText, Image, Speech, VideoText
Open this matchup in the interactive pickerGemma 4 E4B (Reasoning): what beats itLing-flash-2.0: what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-e4b/ling-flash-2-0 · Markdown: /api/v1/compare/gemma-4-e4b/ling-flash-2-0?format=md · llms.txt · agent skill