Ling 3.1 Flash vs Qwen3.5 4B (Reasoning)

Ling 3.1 Flash 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 3.1 FlashOff the frontier
Intelligence
41.10
Total cost
$1015
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 3.1 FlashQwen3.5 4B (Reasoning)Difference
Intelligence (higher is better)41.113.1−68.1% Qwen3.5 4B (Reasoning) is 68.1% less intelligent
Total AA cost (lower is better)$1,014.56Not reported— not comparable
End-to-end time (lower is better)13.57s133.39s+883.0% Qwen3.5 4B (Reasoning) is 883.0% slower
Price per 1M tokens (in / out)$0.30 / $0.90$0.03 / $0.15
Input modalitiesTextText, Image, Video
Open this matchup in the interactive pickerLing 3.1 Flash: 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-3-1-flash/qwen3-5-4b · Markdown: /api/v1/compare/ling-3-1-flash/qwen3-5-4b?format=md · llms.txt · agent skill