Glossary › Tokenization

Tokenization

Converting text into tokens - the atomic units a language model processes. Common approaches: word tokenization (splits on spaces, loses morphology), character tokenization (maximally granular), subword tokenization (BPE, WordPiece - the standard in modern LLMs). Subword tokenization handles unknown words by splitting them into known subword units.

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Tokenization: The Part of LLMs Nobody Explains Well

LLMs do not see words or characters - they see tokens. Understanding tokenization explains why LLMs fail at some surprisingly easy tasks and how to work around it.

#llm#transformers#nlp

Transformers and Modern NLP Fundamentals

Bridge into LLM systems with practical understanding of tokenization, attention, and fine-tuning.

#transformers#nlp#deep-learning#attention