Measuring “Real” Intelligence: What Cognitive Benchmarks Try to Fix
AI Evaluation Jul 17, 2026 7 min read

Measuring “Real” Intelligence: What Cognitive Benchmarks Try to Fix

Recent DeepMind × Kaggle “cognitive abilities” benchmarks push beyond recall by scoring metacognition (monitoring + belief update) and inference-time learning (adapting inside a run). This post explains how uncertainty, calibration, abstention, and decision control reshape what it means for a model to “really” know.

by ahsan