Ling-flash-2.0 vs MiniMax-M3.1-Flash

Ling-flash-2.0 vs MiniMax-M3.1-Flash. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

InclusionAILing-flash-2.0Not ranked · benchmark data missing
Intelligence
7.80
Total cost
-
MiniMaxMiniMax-M3.1-FlashOff the frontier
Intelligence
42.70
Total cost
$283
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-flash-2.0MiniMax-M3.1-FlashDifference
Intelligence (higher is better)7.842.7+447.4% MiniMax-M3.1-Flash is 5.5× more intelligent
Total AA cost (lower is better)Not reported$283.18— not comparable
End-to-end time (lower is better)112.65s23.83s−78.8% MiniMax-M3.1-Flash is 78.8% faster
Price per 1M tokens (in / out)$0.14 / $0.57$0.15 / $0.60
Input modalitiesTextText, Image
Open this matchup in the interactive pickerLing-flash-2.0: what beats itMiniMax-M3.1-Flash: 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-flash-2-0/minimax-m3-1-flash · Markdown: /api/v1/compare/ling-flash-2-0/minimax-m3-1-flash?format=md · llms.txt · agent skill