Model Comparison

Kimi K3 vs Ling 3.1 Flash

Kimi K3 ranks #23 on the AI IQ leaderboard with an estimated IQ of 126, 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.

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
Kimi K3KimiLing 3.1 FlashChina (Other)
Rank#23#46
IQ126120
Abstract Reasoning106102
Mathematical Reasoning135110
Academic Reasoning131131
Programmatic Reasoning135140
Computer Use129115
Reliability120118
Knowledge Work127124
Emotional Reasoning133—
Effective Cost / 1M Tokens$20.02—
Sticker Price / 1M I/O Tokens$18.00—
Speed37 tok/s221 tok/s
Context Window1.0M1M
Released2026-07-162026-09-30
Open WeightsYesYes