Ling 3.0 Flash vs Qwen3 VL 32B Instruct

Ling 3.0 Flash vs Qwen3 VL 32B Instruct. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

InclusionAILing 3.0 FlashNot ranked · benchmark data missing
Intelligence
20.10
Total cost
-
AlibabaQwen3 VL 32B InstructNot ranked · benchmark data missing
Intelligence
8.40
Total cost
-
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.

MetricLing 3.0 FlashQwen3 VL 32B InstructDifference
Intelligence (higher is better)20.18.4−58.2% Qwen3 VL 32B Instruct is 58.2% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)11.78sNot reported— not comparable
Price per 1M tokens (in / out)$0.07 / $0.22—
Input modalitiesTextText, Image
Open this matchup in the interactive pickerLing 3.0 Flash: what beats itQwen3 VL 32B Instruct: what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/ling-3-0-flash/qwen3-vl-32b-instruct · Markdown: /api/v1/compare/ling-3-0-flash/qwen3-vl-32b-instruct?format=md · llms.txt · agent skill