GPT-5.3 Codex (Xhigh) vs Ling 3.1 Flash
GPT-5.3 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.
| Metric | GPT-5.3 Codex (Xhigh) | Ling 3.1 Flash | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 32.5 | 41.1 | +26.5% Ling 3.1 Flash is 26.5% more intelligent |
| Total AA cost (lower is better) | Not reported | $1,014.56 | — not comparable |
| End-to-end time (lower is better) | 59.96s | 13.61s | −77.3% Ling 3.1 Flash is 77.3% faster |
| Price per 1M tokens (in / out) | $1.75 / $14.0 | $0.30 / $0.90 | |
| Input modalities | Text, Image | Text |
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-3-codex/ling-3-1-flash · Markdown: /api/v1/compare/gpt-5-3-codex/ling-3-1-flash?format=md · llms.txt · agent skill