Gemma 4 26B A4B (Non-reasoning) vs Qwen3 235B A22B 2507 (Reasoning)

Gemma 4 26B A4B (Non-reasoning) vs Qwen3 235B A22B 2507 (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 26B A4B (Non-reasoning)Qwen3 235B A22B 2507 (Reasoning)Difference
Intelligence (higher is better)13.112.7−3.1% Qwen3 235B A22B 2507 … is 3.1% less intelligent
Total AA cost (lower is better)Not reported$233.56— not comparable
End-to-end time (lower is better)5.31s22.73s+328.1% Qwen3 235B A22B 2507 … is 328.1% slower
Price per 1M tokens (in / out)$0.12 / $0.40$0.23 / $2.30
Input modalitiesText, Image, VideoText
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-26b-a4b-non-reasoning/qwen3-235b-a22b-instruct-2507-reasoning · Markdown: /api/v1/compare/gemma-4-26b-a4b-non-reasoning/qwen3-235b-a22b-instruct-2507-reasoning?format=md · llms.txt · agent skill