GPT-5.4 nano (Medium) vs Ling 3.1 Flash
GPT-5.4 nano (Medium) 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-5.4 nano (Medium) | Ling 3.1 Flash | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 20.0 | 41.1 | +105.5% Ling 3.1 Flash is 2.1× more intelligent |
| Total AA cost (lower is better) | Not reported | $1,014.56 | — not comparable |
| End-to-end time (lower is better) | 6.52s | 13.66s | +109.5% Ling 3.1 Flash is 109.5% slower |
| Price per 1M tokens (in / out) | $0.20 / $1.25 | $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-5-4-nano-medium/ling-3-1-flash · Markdown: /api/v1/compare/gpt-5-4-nano-medium/ling-3-1-flash?format=md · llms.txt · agent skill