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  5. Scaling Laws
Core Concepts

Scaling Laws

Scaling laws are empirical relationships between model performance and factors such as compute, data, and parameter count.

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Researchers fit trends across controlled training runs and use them to reason about resource allocation or expected loss. The relationships apply within observed regimes and can change with architecture, data quality, or evaluation.

Related terms

Multimodal ModelEmergent CapabilityArtificial General IntelligenceNarrow AI