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From Numbers to Words
August 1, 2026 From Numbers to Words: How LLMs Turn Tokens into Text Table of Contents 1. Introduction: The Illusion of Understanding 2. Tokenization: Breaking Down Language 3. Embeddings: The Language of Vector Space 4. The Transformer Architecture 5. The Attention Mechanism 6. Next Token Prediction 7. Autoregressive Generation 8. Training: How an LLM Learns…