Cosine Similarity

A metric that measures the angle between two vectors, treating direction as meaning and ignoring magnitude.

Cosine similarity is the default metric for comparing embeddings in production systems. It ranges from -1 (opposite) to 1 (identical direction). Research shows it can produce arbitrary results for regularized models and systematically underestimates similarity for high-frequency words.

Also known as

cosine distance, angular similarity