GPT-5.4 nano (Non-reasoning) vs Ling 3.1 Flash
GPT-5.4 nano (Non-reasoning) 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 (Non-reasoning) | Ling 3.1 Flash | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 11.7 | 41.1 | +251.3% Ling 3.1 Flash is 3.5× more intelligent |
| Total AA cost (lower is better) | Not reported | $1,014.56 | — not comparable |
| End-to-end time (lower is better) | 3.54s | 13.66s | +285.9% Ling 3.1 Flash is 285.9% 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-non-reasoning/ling-3-1-flash · Markdown: /api/v1/compare/gpt-5-4-nano-non-reasoning/ling-3-1-flash?format=md · llms.txt · agent skill