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Model Comparison

Deepseek V4 Pro vs Ling 3.0 Flash

Deepseek V4 Pro ranks #31 on the AI IQ leaderboard with an estimated IQ of 123, while Ling 3.0 Flash ranks #94 on the AI IQ leaderboard with an estimated IQ of 105. The table below puts the two models side by side across the seven capability dimensions, emotional reasoning, cost, speed, and context window.

Deepseek V4 Pro profile →Ling 3.0 Flash profile →
Where They Sit on the IQ Bell Curve
Both models highlighted on the standard normal IQ distribution of every tracked model
IQ Dimensions Head to Head
The seven scored Composite IQ dimensions, side by side
Domains Head to Head
Applied domain composite scores where at least one model is measured
Deepseek V4 ProDeepSeekLing 3.0 FlashChina (Other)
Rank#31#94
IQ123105
Abstract Reasoning10985
Mathematical Reasoning13294
Academic Reasoning130118
Programmatic Reasoning129100
Computer Use123118
Reliability118111
Knowledge Work124108
Emotional Reasoning118—
Effective Cost / 1M Tokens$7.02$0.34
Sticker Price / 1M I/O Tokens$5.28$0.29
Speed79 tok/s271 tok/s
Context Window1M262K
Released2026-04-242026-07-24
Open WeightsYesYes
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