Ling 3.1 Flash 1019 vs Qwen3.5 2B (Reasoning)

Ling 3.1 Flash 1019 vs Qwen3.5 2B (Reasoning). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

InclusionAILing 3.1 Flash 1019Off the frontier
Intelligence
43.90
Total cost
$1552
AlibabaQwen3.5 2B (Reasoning)Not ranked · benchmark data missing
Intelligence
6.90
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 3.1 Flash 1019Qwen3.5 2B (Reasoning)Difference
Intelligence (higher is better)43.96.9−84.3% Qwen3.5 2B (Reasoning) is 84.3% less intelligent
Total AA cost (lower is better)$1,551.81Not reported— not comparable
End-to-end time (lower is better)Not reportedNot reported— not comparable
Price per 1M tokens (in / out)$0.30 / $0.90—
Input modalitiesTextText, Image, Video
Open this matchup in the interactive pickerLing 3.1 Flash 1019: what beats itQwen3.5 2B (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-3-1-flash-1019/qwen3-5-2b · Markdown: /api/v1/compare/ling-3-1-flash-1019/qwen3-5-2b?format=md · llms.txt · agent skill