Word Vector Analogies

Explore how word embeddings capture semantic relationships through vector arithmetic

king - man + woman = queen

Vector Space Visualization

The colored arrows represent vector differences between word pairs

Notice how parallel arrows indicate similar relationships

Explore Analogies

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Analogy Result:
king - man + woman =
queen
Similar words: queen (0.85), monarch (0.76), princess (0.72)

Vector Space Properties

  • Word vectors capture semantic relationships through position in space
  • Similar concepts appear close together in the embedding space
  • Vector differences represent relationships between words
  • Parallelogram structure enables solving analogies through vector arithmetic
  • These semantic properties emerge naturally during training