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Model Comparison

Deepseek V4 Pro vs Ling 3.1 Flash

Deepseek V4 Pro ranks #31 on the AI IQ leaderboard with an estimated IQ of 123, while Ling 3.1 Flash ranks #46 on the AI IQ leaderboard with an estimated IQ of 120. 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 3.1 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 3.1 FlashChina (Other)
Rank#31#46
IQ123120
Abstract Reasoning109102
Mathematical Reasoning132110
Academic Reasoning129131
Programmatic Reasoning128140
Computer Use120115
Reliability118118
Knowledge Work123124
Emotional Reasoning118—
Effective Cost / 1M Tokens$6.95—
Sticker Price / 1M I/O Tokens$5.28—
Speed92 tok/s221 tok/s
Context Window1M1M
Released2026-04-242026-09-30
Open WeightsYesYes
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