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  5. Knowledge Distillation
Training & Fine-tuningaka Distillation

Knowledge Distillation

Knowledge distillation trains a smaller or simpler student model to reproduce behavior learned by a teacher model.

Ask Melo about this← all terms

The student learns from teacher probabilities, generated examples, intermediate features, ground-truth labels, or a combination. Distillation can reduce serving cost while preserving selected capabilities, but it may also transfer teacher errors.

Related terms

UnderfittingTransfer LearningCurriculum LearningCatastrophic ForgettingContrastive LearningSupervised Fine-Tuning

Where Knowledge Distillation comes up

  • What Is AI Distillation? Knowledge Transfer, Model Compression, and the Fable 5 Controversy
  • Proxy-KD: How Black-Box LLM Distillation Works — and Why It Matters After the Fable 5 Extraction Scandal
  • The 2026 AI Export-Control Timeline: Bans, Distillation, Open Weights
  • Garry Tan Wants an "American Distillation Regime" for AI Models