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Intermediate

Theoretical Basis of Subword Tokenization

#tokenization #algorithms #optimization #nlp-theory

Analyze the optimization problem inherent in modern text tokenization algorithms.

Theoretically analyze the optimization problem used in subword tokenization algorithms such as Byte Pair Encoding (BPE) or WordPiece. Discuss the trade-off between vocabulary size and the average sequence length of encoded text. Formulate a theoretical model where the optimal tokenization minimizes the joint cost of vocabulary size and encoding length.