Model Distillation: Teaching Small Models from Large Ones

By C.W. Jameson · Published 20 January 2026 · Last reviewed 20 February 2026

Distillation is not copying. It is teaching a student model to match the distribution of a larger teacher.

How knowledge distillation works, when it helps in production, and why DeepSeek used it so effectively.