Ling-mini-2.0 vs Qwen3 4B (Non-reasoning)

Ling-mini-2.0 vs Qwen3 4B (Non-reasoning). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

InclusionAILing-mini-2.0Not ranked · benchmark data missing
Intelligence
5.50
Total cost
-
AlibabaQwen3 4B (Non-reasoning)Not ranked · benchmark data missing
Intelligence
6.60
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-mini-2.0Qwen3 4B (Non-reasoning)Difference
Intelligence (higher is better)5.56.6+20.0% Qwen3 4B (Non-reasoni… is 20.0% more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)Not reportedNot reported— not comparable
Input modalitiesTextText
Open this matchup in the interactive pickerLing-mini-2.0: what beats itQwen3 4B (Non-reasoning): what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/ling-mini-2-0/qwen3-4b-instruct · Markdown: /api/v1/compare/ling-mini-2-0/qwen3-4b-instruct?format=md · llms.txt · agent skill