DeepSeek V4.1 Flash (Non-reasoning) vs Ling 3.0 Flash
DeepSeek V4.1 Flash (Non-reasoning) 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 | DeepSeek V4.1 Flash (Non-reasoning) | Ling 3.0 Flash | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 24.7 | 20.1 | −18.6% Ling 3.0 Flash is 18.6% less intelligent |
| Total AA cost (lower is better) | $238.91 | Not reported | — not comparable |
| End-to-end time (lower is better) | 2.71s | 10.53s | +288.6% Ling 3.0 Flash is 288.6% slower |
| Price per 1M tokens (in / out) | $0.30 / $1.20 | $0.07 / $0.22 | |
| Input modalities | Text, Image | Text |
Matchup
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Agents:
Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/deepseek-v4-1-flash-non-reasoning/ling-3-0-flash · Markdown: /api/v1/compare/deepseek-v4-1-flash-non-reasoning/ling-3-0-flash?format=md · llms.txt · agent skill