Ling 3.1 Flash 1019 vs Tencent Hy4

Ling 3.1 Flash 1019 vs Tencent Hy4. 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
29.60
Total cost
$2009
TencentTencent Hy4Not ranked · benchmark data missing
Intelligence
34.60
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 3.1 Flash 1019Tencent Hy4Difference
Intelligence (higher is better)29.634.6+16.9% Tencent Hy4 is 16.9% more intelligent
Total AA cost (lower is better)$2,009.23Not 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
Open this matchup in the interactive pickerLing 3.1 Flash 1019: what beats itTencent Hy4: 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/tencent-hy4 · Markdown: /api/v1/compare/ling-3-1-flash-1019/tencent-hy4?format=md · llms.txt · agent skill