AUTOMATIC ERROR CORRECTION: EVALUATINGPERFORMANCE OF SPELL CHECKER TOOLS

Spell checking is the task of detecting and correcting spelling errors in text and is one of the most sought-after processes in NLP. There are many open-source toolkits for checking and correcting errors in the text. To test how effective these tools are, in this article I have presented an evaluation of three types of tools as NeuSpell, SymSpell and Hunspell. SymSpell showed a high speed of 2480, this is an indicator of how fast it works than others. And NeuSpell achieved the lowest error rate of 0.80%. The results show the disadvantages and advantages of all algorithms, and that there is still room for improvement.

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Publication Details

Journal
Suleyman Demirel University Bulletin Natural and Technical Sciences
Published
2024-10-15
DOI
https://doi.org/10.47344/sdubnts.v58i1.690
Primary Topic
Software Reliability and Analysis Research
Type
article
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article

AUTOMATIC ERROR CORRECTION: EVALUATINGPERFORMANCE OF SPELL CHECKER TOOLS

Aliya Tolegenova
Suleyman Demirel University Bulletin Natural and Technical Sciences
Software Reliability and Analysis Research
article

AUTOMATIC ERROR CORRECTION: EVALUATINGPERFORMANCE OF SPELL CHECKER TOOLS

Aliya Tolegenova
article en

Abstract

Spell checking is the task of detecting and correcting spelling errors in text and is one of the most sought-after processes in NLP. There are many open-source toolkits for checking and correcting errors in the text. To test how effective these tools are, in this article I have presented an evaluation of three types of tools as NeuSpell, SymSpell and Hunspell. SymSpell showed a high speed of 2480, this is an indicator of how fast it works than others. And NeuSpell achieved the lowest error rate of 0.80%. The results show the disadvantages and advantages of all algorithms, and that there is still room for improvement.

Suleyman Demirel University Bulletin Natural and Technical SciencesVol. 58(1)
Openalex Percentile: Top 73%
Software Reliability and Analysis Research
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AUTOMATIC ERROR CORRECTION: EVALUATINGPERFORMANCE OF SPELL CHECKER TOOLS — Aliya Tolegenova · Suleyman Demirel University Bulletin Natural and Technical Sciences (2024) | TGRS Research Map | TGRS