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AI IQ – Mapping AI benchmarks onto a common capability scale

AI IQ – Mapping AI benchmarks onto a common capability scale

by shea256·May 12, 2026·1 point·0 comments
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AI Analysis

●●SolidNiche GemBig Brain

Normalizes disparate benchmarks into a single IQ score, but relies on opaque calibration curves.

Strengths
  • •Unifies fragmented benchmark data into a single, comparable metric for quick model assessment.
  • •Visualizes the trade-off between intelligence scores and effective cost per task clearly.
Weaknesses
  • •Methodology relies on 'calibrated difficulty curves' without revealing the underlying math or weights.
  • •Competes with established, transparent leaderboards like LMSys and Hugging Face Open LLM Leaderboard.
Category
Data
Target Audience

AI researchers, developers, and tech enthusiasts tracking model performance.

Similar To

LMSys Chatbot Arena · Hugging Face Open LLM Leaderboard · Papers With Code

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