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AI IQ: Mapping AI Benchmarks onto a Common Capability Scale

AI IQ intelligently estimates the IQs of popular AI models by mapping benchmark scores onto a normalized scale through calibrated difficulty curves, covering abstract, mathematical, programmatic, and academic reasoning, along with emotional intelligence (EQ) from EQ-Bench and Arena Elo.

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AI IQ: Mapping AI Benchmarks onto a Common Capability Scale
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Key points

  • AI IQ maps 12 benchmarks into four reasoning dimensions, with composite IQ averaged equally across dimensions.
  • It converts benchmark scores to implied IQ using calibrated difficulty curves and conservatively imputes missing data.
  • Emotional intelligence (EQ) is estimated from EQ-Bench 3 and Arena Elo, with a correction for Anthropic family bias.
  • Visualizations include cost vs. performance scatter plots, timeline tracking, and a 3D view integrating IQ, EQ, and cost.

Highlights and analysis are generated automatically and may contain errors. Check the original source.

AI IQ: Mapping AI Benchmarks onto a Common Capability Scale | AI News Hub