KAT Coder Pro V2 vs Qwen3.5 4B (Non-reasoning)
KAT Coder Pro V2 vs Qwen3.5 4B (Non-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 | KAT Coder Pro V2 | Qwen3.5 4B (Non-reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 21.7 | 10.8 | −50.2% Qwen3.5 4B (Non-reaso… is 50.2% less intelligent |
| Total AA cost (lower is better) | Not reported | Not reported | — not comparable |
| End-to-end time (lower is better) | Not reported | 37.41s | — not comparable |
| Price per 1M tokens (in / out) | — | $0.03 / $0.15 | |
| Input modalities | Text | Text, Image, Video |
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/kat-coder-pro-v2/qwen3-5-4b-non-reasoning · Markdown: /api/v1/compare/kat-coder-pro-v2/qwen3-5-4b-non-reasoning?format=md · llms.txt · agent skill