GPT-5.6 Luna (High) vs Qwen3.5 4B (Non-reasoning)

GPT-5.6 Luna (High) 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.

MetricGPT-5.6 Luna (High)Qwen3.5 4B (Non-reasoning)Difference
Intelligence (higher is better)32.110.8−66.4% Qwen3.5 4B (Non-reaso… is 66.4% less intelligent
Total AA cost (lower is better)$108.15Not reported— not comparable
End-to-end time (lower is better)16.30s27.64s+69.6% Qwen3.5 4B (Non-reaso… is 69.6% slower
Price per 1M tokens (in / out)$0.20 / $1.20$0.03 / $0.15
Input modalitiesText, ImageText, Image, Video
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-6-luna-high/qwen3-5-4b-non-reasoning · Markdown: /api/v1/compare/gpt-5-6-luna-high/qwen3-5-4b-non-reasoning?format=md · llms.txt · agent skill