Ling 3.1 Flash vs Qwen3 235B A22B 2507 Instruct

Ling 3.1 Flash vs Qwen3 235B A22B 2507 Instruct. 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 235B A22B 2507 InstructNot ranked · benchmark data missing
Intelligence
12.00
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 235B A22B 2507 InstructDifference
Intelligence (higher is better)41.112.0−70.8% Qwen3 235B A22B 2507 … is 70.8% less intelligent
Total AA cost (lower is better)$1,014.56Not reported— not comparable
End-to-end time (lower is better)13.56s9.71s−28.4% Qwen3 235B A22B 2507 … is 28.4% faster
Price per 1M tokens (in / out)$0.30 / $0.90$0.21 / $0.84
Input modalitiesTextText
Open this matchup in the interactive pickerLing 3.1 Flash: what beats itQwen3 235B A22B 2507 Instruct: 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/qwen3-235b-a22b-instruct-2507 · Markdown: /api/v1/compare/ling-3-1-flash/qwen3-235b-a22b-instruct-2507?format=md · llms.txt · agent skill