Ling-flash-2.0 vs Qwen3.5 4B (Reasoning)

Ling-flash-2.0 vs Qwen3.5 4B (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 4B (Reasoning)Not ranked · benchmark data missing
Intelligence
13.10
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-flash-2.0Qwen3.5 4B (Reasoning)Difference
Intelligence (higher is better)7.813.1+67.9% Qwen3.5 4B (Reasoning) is 67.9% more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)112.65s130.60s+15.9% Qwen3.5 4B (Reasoning) is 15.9% slower
Price per 1M tokens (in / out)$0.14 / $0.57$0.03 / $0.15
Input modalitiesTextText, Image, Video
Open this matchup in the interactive pickerLing-flash-2.0: what beats itQwen3.5 4B (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/qwen3-5-4b · Markdown: /api/v1/compare/ling-flash-2-0/qwen3-5-4b?format=md · llms.txt · agent skill