Ling 3.1 Flash vs MiniCPM5-1B (Reasoning)

Ling 3.1 Flash vs MiniCPM5-1B (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
OpenBMBMiniCPM5-1B (Reasoning)Not ranked · benchmark data missing
Intelligence
8.80
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 FlashMiniCPM5-1B (Reasoning)Difference
Intelligence (higher is better)41.18.8−78.6% MiniCPM5-1B (Reasonin… is 78.6% less intelligent
Total AA cost (lower is better)$1,014.56Not reported— not comparable
End-to-end time (lower is better)13.64sNot reported— not comparable
Price per 1M tokens (in / out)$0.30 / $0.90—
Input modalitiesTextText
Open this matchup in the interactive pickerLing 3.1 Flash: what beats itMiniCPM5-1B (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/minicpm5-1b · Markdown: /api/v1/compare/ling-3-1-flash/minicpm5-1b?format=md · llms.txt · agent skill