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SentencePiece

[ˈsɛntəns piːs]
AI Infrastructure
Last updated: December 9, 2024

Definition

An unsupervised text tokenizer that learns to break text into subword units. It treats the input as a sequence of Unicode characters and requires no pre-tokenization.

Detailed Explanation

SentencePiece implements subword tokenization algorithms like BPE and unigram language model tokenization. It processes raw text as a sequence of Unicode characters making it language-agnostic and eliminating the need for language-specific pre-processing. The tokenizer learns directly from raw text and can handle any language without modification.

Use Cases

Multilingual NLP systems Machine translation Cross-lingual models Text preprocessing

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