GPT-5.4 mini (Xhigh) vs Ling 3.0 Flash
GPT-5.4 mini (Xhigh) 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.
| Metric | GPT-5.4 mini (Xhigh) | Ling 3.0 Flash | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 24.1 | 20.1 | −16.6% Ling 3.0 Flash is 16.6% less intelligent |
| Total AA cost (lower is better) | $1,524.02 | Not reported | — not comparable |
| End-to-end time (lower is better) | 115.75s | 10.53s | −90.9% Ling 3.0 Flash is 90.9% faster |
| Price per 1M tokens (in / out) | $0.75 / $4.50 | $0.07 / $0.22 | |
| 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-5-4-mini/ling-3-0-flash · Markdown: /api/v1/compare/gpt-5-4-mini/ling-3-0-flash?format=md · llms.txt · agent skill