John Langford 3/5/2025

Headroom for AI development

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The article analyzes the potential for significant improvement in AI beyond current transformer/LLM paradigms. It uses biological examples—like human language learning, spider planning, and squirrel memory—to highlight gaps in sample efficiency and complex task performance, suggesting future research directions for more capable and efficient AI systems.

Headroom for AI development

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