A context sensitive real-time Spell Checker with language adaptability

October 23, 2019 ยท Declared Dead ยท ๐Ÿ› International Computer Science Conference

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Authors Prabhakar Gupta arXiv ID 1910.11242 Category cs.CL: Computation & Language Cross-listed cs.LG, stat.ML Citations 27 Venue International Computer Science Conference Last Checked 4 months ago
Abstract
We present a novel language adaptable spell checking system which detects spelling errors and suggests context sensitive corrections in real-time. We show that our system can be extended to new languages with minimal language-specific processing. Available literature majorly discusses spell checkers for English but there are no publicly available systems which can be extended to work for other languages out of the box. Most of the systems do not work in real-time. We explain the process of generating a language's word dictionary and n-gram probability dictionaries using Wikipedia-articles data and manually curated video subtitles. We present the results of generating a list of suggestions for a misspelled word. We also propose three approaches to create noisy channel datasets of real-world typographic errors. We compare our system with industry-accepted spell checker tools for 11 languages. Finally, we show the performance of our system on synthetic datasets for 24 languages.
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