Ling-flash-2.0 vs Qwen3.5 9B (Reasoning)

Ling-flash-2.0 vs Qwen3.5 9B (Reasoning). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

InclusionAILing-flash-2.0Not ranked · benchmark data missing
Intelligence
7.80
Total cost
-
AlibabaQwen3.5 9B (Reasoning)Off the frontier
Intelligence
11.20
Total cost
$329
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-flash-2.0Qwen3.5 9B (Reasoning)Difference
Intelligence (higher is better)7.811.2+43.6% Qwen3.5 9B (Reasoning) is 43.6% more intelligent
Total AA cost (lower is better)Not reported$328.86— not comparable
End-to-end time (lower is better)112.65s43.21s−61.6% Qwen3.5 9B (Reasoning) is 61.6% faster
Price per 1M tokens (in / out)$0.14 / $0.57$0.14 / $0.20
Input modalitiesTextText, Image, Video
Open this matchup in the interactive pickerLing-flash-2.0: what beats itQwen3.5 9B (Reasoning): 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-flash-2-0/qwen3-5-9b · Markdown: /api/v1/compare/ling-flash-2-0/qwen3-5-9b?format=md · llms.txt · agent skill