โ† AI Workbench
๐Ÿ”ค Word Embedding Explorer
Class 12 ยท NLP
Search Word
Word Categories
Word Analogy
"A is to B as C is to ?"
king โˆ’ man + woman = queen
โˆ’ + =
Result will appear here
Preset Analogies
Word Embeddings map words to numeric vectors where semantically similar words are close together.

sim(A, B) = cos(ฮธ) = (AยทB) / (|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 0โ€“1 (1 = identical meaning direction).