Kimi K2.7 Code vs Qwen3.5 4B (Non-reasoning)

Kimi K2.7 Code 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.

MetricKimi K2.7 CodeQwen3.5 4B (Non-reasoning)Difference
Intelligence (higher is better)25.810.8−58.1% Qwen3.5 4B (Non-reaso… is 58.1% less intelligent
Total AA cost (lower is better)$992.88Not reported— not comparable
End-to-end time (lower is better)46.75s45.93s−1.8% Qwen3.5 4B (Non-reaso… is 1.8% faster
Price per 1M tokens (in / out)$0.95 / $4.00$0.03 / $0.15
Input modalitiesText, Image, VideoText, Image, Video
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/kimi-k2-7-code/qwen3-5-4b-non-reasoning · Markdown: /api/v1/compare/kimi-k2-7-code/qwen3-5-4b-non-reasoning?format=md · llms.txt · agent skill