Cosine Similarity is Just Direction, Not Distance
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Cosine Similarity is Just Direction, Not Distance
Two sentences with the same meaning but no shared words still need to land near each other when a machine reads them. Embeddings give us a vector for each one, but the obvious tool — Euclidean distance — fails: a long vector and a short one pointing the same way look far apart, while a tiny vector pointing the opposite way looks close ...
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