Hy3-preview (Reasoning) vs Ling 3.1 Flash 1019

Hy3-preview (Reasoning) vs Ling 3.1 Flash 1019. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

TencentHy3-preview (Reasoning)Not ranked · benchmark data missing
Intelligence
22.70
Total cost
-
InclusionAILing 3.1 Flash 1019Off the frontier
Intelligence
43.90
Total cost
$1552
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.

MetricHy3-preview (Reasoning)Ling 3.1 Flash 1019Difference
Intelligence (higher is better)22.743.9+93.4% Ling 3.1 Flash 1019 is 93.4% more intelligent
Total AA cost (lower is better)Not reported$1,551.81— not comparable
End-to-end time (lower is better)Not reportedNot reported— not comparable
Price per 1M tokens (in / out)$0.06 / $0.21$0.30 / $0.90
Input modalitiesTextText
Open this matchup in the interactive pickerHy3-preview (Reasoning): what beats itLing 3.1 Flash 1019: what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/hy3-preview/ling-3-1-flash-1019 · Markdown: /api/v1/compare/hy3-preview/ling-3-1-flash-1019?format=md · llms.txt · agent skill