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Word Categories

Word Analogy

"A is to B as C is to ?"
king − man + woman = queen

− + =

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Preset Analogies

Word Embeddings map words to numeric vectors where semantically similar words are close together.

sim(A, B) = cos(θ) = (A·B) / (|A||B|)

CBSE Class 12: NLP, Word2Vec, semantic similarity, vector space models.

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Nearest Neighbors

Click a word to see similar words

How to Read the Map

Words that appear close together have similar meanings or contexts.

Clusters show semantic categories. The 2D positions are pre-computed from a simplified Word2Vec-style embedding reduced with PCA.

Cosine similarity ranges 0–1 (1 = identical meaning direction).