LongCat 2.0 vs Qwen3 4B (Non-reasoning)

LongCat 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.

LongCatLongCat 2.0Off the frontier
Intelligence
19.10
Total cost
$545
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.

MetricLongCat 2.0Qwen3 4B (Non-reasoning)Difference
Intelligence (higher is better)19.16.6−65.4% Qwen3 4B (Non-reasoni… is 65.4% less intelligent
Total AA cost (lower is better)$544.74Not reported— not comparable
End-to-end time (lower is better)35.54sNot reported— not comparable
Price per 1M tokens (in / out)$0.75 / $2.95—
Input modalitiesTextText
Open this matchup in the interactive pickerLongCat 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/longcat-2-0/qwen3-4b-instruct · Markdown: /api/v1/compare/longcat-2-0/qwen3-4b-instruct?format=md · llms.txt · agent skill