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Image Credit: Arxiv

Unsupervised Morphological Tree Tokenizer

  • Tokenization is crucial in language modeling to segment text inputs into atomic units.
  • A new deep model has been introduced to incorporate morphological structure guidance into tokenization.
  • The model utilizes a mechanism called $ extit{MorphOverriding}$ to maintain the indecomposability of morphemes and align with morphological rules.
  • Empirical results show that the proposed method outperforms traditional methods like BPE and WordPiece in morphological segmentation and language modeling tasks.

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