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Tag: Data Efficiency

4 articles

A 3-Year-Old Beats GPT-4. Here's Why.
Cognition & AI

A 3-Year-Old Beats GPT-4. Here's Why.

Preschoolers outperform frontier AI on visual analogy tasks. AI models skip the developmental milestone sequence children follow. Fine-tuning isn't expertise — and the difference tells us something important about both.

Theo KaskTheo Kask·April 19, 2026
Your Baby Is a Self-Supervised Learner
Embodied Cognition & AI

Your Baby Is a Self-Supervised Learner

Babies extract statistical patterns from the world without anyone teaching them — the same computational logic powering BERT, GPT, and DINO. The comparison is striking. The gap is more interesting.

Raf DelgadoRaf Delgado·March 31, 2026
Kids Compress. AI Memorizes. That's the Whole Problem.
Neuroscience & AI

Kids Compress. AI Memorizes. That's the Whole Problem.

A toddler generalizes 'dog' from 3 examples. AI needs millions. The reason might be that cognitive constraints — not capabilities — are what produce genuine abstraction.

Theo KaskTheo Kask·March 4, 2026
Poke It and See: The Causal Reasoning Superpower That Makes Children Better Scientists Than AI
Embodied Cognition & AI

Poke It and See: The Causal Reasoning Superpower That Makes Children Better Scientists Than AI

Children are intuitive causal scientists — they poke, tilt, and intervene to figure out why things happen. AI systems, despite their power, still can't quite do this. Here's why the gap matters.

Raf DelgadoRaf Delgado·February 28, 2026
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