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The Billion-Word Hack: How Word2Vec’s Speed Secret Shaped Its Geometry

Date: November 9, 2025 | Topic: NLP, Embeddings, AI Safety

An exploration into how the computational optimization that made Word2Vec possible resulted in a strange, geometrically biased vector space, and the connection to the concept of 'Outer Misalignment'.