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Every day, Twitter users generate vast quantities of potentially useful information in the form of written language. Due to Twitter’s frequently informal tone, text normalization can be a crucial element for exploiting that information. This paper outlines our approach to text normalization used in the WNUT shared task. We show that a very simple solution, powered by a modestly sized, partiallycurated wordlist—combined with a modest reranking scheme—can deliver respectable results.

Bekli:A Simple Approach to Twitter Text Normalization.