GPT-5.2 Codex (Xhigh) vs Ling 3.1 Flash

GPT-5.2 Codex (Xhigh) vs Ling 3.1 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-5.2 Codex (Xhigh)Ling 3.1 FlashDifference
Intelligence (higher is better)28.541.1+44.2% Ling 3.1 Flash is 44.2% more intelligent
Total AA cost (lower is better)Not reported$1,014.56— not comparable
End-to-end time (lower is better)151.19s13.66s−91.0% Ling 3.1 Flash is 91.0% faster
Price per 1M tokens (in / out)$1.75 / $14.0$0.30 / $0.90
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-5-2-codex/ling-3-1-flash · Markdown: /api/v1/compare/gpt-5-2-codex/ling-3-1-flash?format=md · llms.txt · agent skill