Gemma 4 E2B (Non-reasoning) vs Qwen3 235B A22B 2507 (Reasoning)
Gemma 4 E2B (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.
| Metric | Gemma 4 E2B (Non-reasoning) | Qwen3 235B A22B 2507 (Reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 6.5 | 12.7 | +95.4% Qwen3 235B A22B 2507 … is 95.4% more intelligent |
| Total AA cost (lower is better) | Not reported | Not reported | — not comparable |
| End-to-end time (lower is better) | Not reported | 27.07s | — not comparable |
| Price per 1M tokens (in / out) | — | $0.23 / $2.30 | |
| Input modalities | Text, Image, Speech, Video | Text |
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-e2b-non-reasoning/qwen3-235b-a22b-instruct-2507-reasoning · Markdown: /api/v1/compare/gemma-4-e2b-non-reasoning/qwen3-235b-a22b-instruct-2507-reasoning?format=md · llms.txt · agent skill