Toolkit
Word Embeddings
Word Embeddings Workbench
Explore vector arithmetic, semantic relationships, and bias in word embeddings.
Word Vector Arithmetic
Enter words to explore semantic relationships through vector operations. E.g., King − Man + Woman ≈ Queen
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How It Works
1
Vector Representation
Each word is mapped to a high-dimensional vector that captures its semantic meaning.
2
Arithmetic Operations
Subtracting and adding vectors reveals semantic relationships (e.g., royalty, gender).
3
Nearest Neighbor Search
We find words whose vectors are closest (by cosine similarity) to the result vector.