GPT-5.3 Codex (Xhigh) vs Ling-3.0-flash-VL

GPT-5.3 Codex (Xhigh) vs Ling-3.0-flash-VL. 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-5.3 Codex (Xhigh)Ling-3.0-flash-VLDifference
Intelligence (higher is better)32.524.6−24.3% Ling-3.0-flash-VL is 24.3% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)60.49sNot reported— not comparable
Price per 1M tokens (in / out)$1.75 / $14.0—
Input modalitiesText, ImageText, Image, Video
Matchup

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