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The Curse of Multilinguality in Lexical Normalization

arXiv cs.CL · 2026-09-02 Cached

This paper investigates the curse of multilinguality in lexical normalization, finding that training a single model on multiple languages leads to decreased per-language accuracy, with optimal performance when languages are trained in small groups.

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#character-level-model

Letter Lemmatization: One-to-one and Banded RNNs for Reversing Character-Set Simplification and Abbreviation in Medieval Text

arXiv cs.CL · 2026-07-13 Cached

This paper introduces neural approaches for reversing character-set simplification and abbreviation in medieval text, using one-to-one and banded RNNs trained with self-supervision or parallel corpora, and presents a Python library for letter lemmatization.

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