Comprehensive Guide to Advanced Tokenization Techniques in NLP
BPE, WordPiece, or Byte-Level? Compare tokenization methods and choose wisely. Combine techniques for optimal NLP performance.
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Jun 306 min read
Byte-Level BPE
Byte-Level BPE: Unicode-agnostic tokenization. Handles any character and out-of-vocabulary words. Balances efficiency and representation.
Jun 304 min read
Subword Regularization with BPE
Stochastic tokenization improving robustness. Applicable in BPE pre-training and fine-tuning.Balances consistency and variability.
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