GPT-5.6 Luna (Non-reasoning) vs Ling 3.0 Flash

GPT-5.6 Luna (Non-reasoning) vs Ling 3.0 Flash. 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 (Non-reasoning)Ling 3.0 FlashDifference
Intelligence (higher is better)15.520.1+29.7% Ling 3.0 Flash is 29.7% more intelligent
Total AA cost (lower is better)$22.97Not reported— not comparable
End-to-end time (lower is better)4.98s12.85s+158.0% Ling 3.0 Flash is 158.0% slower
Price per 1M tokens (in / out)$0.20 / $1.20$0.07 / $0.22
Input modalitiesText, ImageText
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-6-luna-non-reasoning/ling-3-0-flash · Markdown: /api/v1/compare/gpt-5-6-luna-non-reasoning/ling-3-0-flash?format=md · llms.txt · agent skill