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concepts → Mechanism

Mechanism

Knowledge distillation

timeless1 connectiondraft

train a small model to copy a big one's answers, gaining skill cheaply

Where it sits

The prism has six jobs across and eight layers down. Its primary cell islearn × L4. Hatched cells cannot exist — a GPU does not learn, an institution does not infer.

What must come first — and what it unlocks

Left to right is reading order, derived from the prerequisite_of edges. Nothing here is hand-ordered: the diagram is the graph.

nothing comes first — this is a starting pointKnowledge distillationnothing depends on it yet — a leaf in the reading order

What kind of thing it is — and what it is made of

It is part of: Fine-tuning.

Where to read it

The chapter that introduces it, and any chapter that uses it again.

45DeepSeekact 10 · The Open-Weight World

Where it comes from

paperDistilling the Knowledge in a Neural NetworkGeoffrey Hinton, Oriol Vinyals, Jeff Dean · 2015

Every connection

All 1 edges touching this node, grouped by relation family — the sections above are highlights from this list. Colours match the relation families inthe atlas.

Structure · 1
is part ofFine-tuningAlgorithm

This page is a projection of one node in src/data/concepts.ts. It has no prose file of its own — 230 declared edges produce all 236 of these pages. Edit an edge and both endpoints change.