KAT Coder Pro V2 vs Qwen3.5 4B (Reasoning)

KAT Coder Pro V2 vs Qwen3.5 4B (Reasoning). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

KwaiKATKAT Coder Pro V2Not ranked · benchmark data missing
Intelligence
34.50
Total cost
-
AlibabaQwen3.5 4B (Reasoning)Not ranked · benchmark data missing
Intelligence
20.40
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.

MetricKAT Coder Pro V2Qwen3.5 4B (Reasoning)Difference
Intelligence (higher is better)34.520.4−40.9% Qwen3.5 4B (Reasoning) is 40.9% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)6.47s68.42s+957.5% Qwen3.5 4B (Reasoning) is 957.5% slower
Price per 1M tokens (in / out)$0.30 / $1.20$0.03 / $0.15
Input modalitiesNot reportedNot reported
Open this matchup in the interactive pickerKAT Coder Pro V2: what beats itQwen3.5 4B (Reasoning): what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/kat-coder-pro-v2/qwen3-5-4b · Markdown: /api/v1/compare/kat-coder-pro-v2/qwen3-5-4b?format=md · llms.txt · agent skill