Ling 3.0 Flash vs Qwen3.5 9B (Non-reasoning)

Ling 3.0 Flash vs Qwen3.5 9B (Non-reasoning). 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.

MetricLing 3.0 FlashQwen3.5 9B (Non-reasoning)Difference
Intelligence (higher is better)20.113.3−33.8% Qwen3.5 9B (Non-reaso… is 33.8% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)12.81s7.06s−44.9% Qwen3.5 9B (Non-reaso… is 44.9% faster
Price per 1M tokens (in / out)$0.07 / $0.22$0.17 / $0.25
Input modalitiesTextText, Image, Video
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/ling-3-0-flash/qwen3-5-9b-non-reasoning · Markdown: /api/v1/compare/ling-3-0-flash/qwen3-5-9b-non-reasoning?format=md · llms.txt · agent skill