Demo 03

Embedding space

Embedding space

A map of numerical representations. Items used in similar ways are placed near each other, even when the original words differ.

Select a word to see which meanings live nearby in a tiny two-dimensional map.

Choose a word

Real embeddings use hundreds or thousands of dimensions. This fixed map compresses the idea into two.

Nearest neighbors

01queen14.2 units

02prince17.7 units

03princess25.5 units

Vector arithmetic

Vector arithmetic

Adding and subtracting embedding directions to represent relationships, such as moving from one concept toward another.

king − prince + princess

≈ queen

● Concepts cluster by useSelected: king