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Power Laws in LLMs

Empirical power laws that describe model performance scaling.

  • Loss vs Scale relationships
  • Predictive scaling
  • Extrapolation capabilities
  • Emergent capabilities at scale
  • Loss landscape changes
  • Downstream task scaling