TurkishLex:Development of a Context-Aware Spell Checker for Detecting and Correcting Spelling Errors in Turkish Texts
In Turkish, correct spelling correction is crucial for effective communication and preserving the integrity of written text. The challenge lies in the complexity of Turkish morphology and spelling, which can lead to frequent and diverse spelling errors. This study presents a spelling checker adapted...
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| Format: | Article |
| Language: | English |
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Sakarya University
2024-12-01
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| Series: | Sakarya University Journal of Computer and Information Sciences |
| Subjects: | |
| Online Access: | https://dergipark.org.tr/en/download/article-file/4192659 |
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| _version_ | 1841556355852271616 |
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| author | Pinar Savci Bihter Daş |
| author_facet | Pinar Savci Bihter Daş |
| author_sort | Pinar Savci |
| collection | DOAJ |
| description | In Turkish, correct spelling correction is crucial for effective communication and preserving the integrity of written text. The challenge lies in the complexity of Turkish morphology and spelling, which can lead to frequent and diverse spelling errors. This study presents a spelling checker adapted for Turkish by creating a new Turkish dataset. The proposed spelling checker model effectively captures both minor and major textual changes and can detect the error. Our findings show that the proposed spelling checker system provides high accuracy and reliability with 98.21% accuracy performance with the Symspell module in correcting Turkish texts. This study provides valuable information about the strengths and weaknesses of existing spelling checkers and contributes to the improvement of spelling correction tools for Turkish. |
| format | Article |
| id | doaj-art-68767e3929d740729f8f0d0f149f3805 |
| institution | Kabale University |
| issn | 2636-8129 |
| language | English |
| publishDate | 2024-12-01 |
| publisher | Sakarya University |
| record_format | Article |
| series | Sakarya University Journal of Computer and Information Sciences |
| spelling | doaj-art-68767e3929d740729f8f0d0f149f38052025-01-07T09:08:00ZengSakarya UniversitySakarya University Journal of Computer and Information Sciences2636-81292024-12-017340441510.35377/saucis.7.87942.154401228TurkishLex:Development of a Context-Aware Spell Checker for Detecting and Correcting Spelling Errors in Turkish TextsPinar Savci0Bihter Daş1https://orcid.org/0000-0002-2498-3297Arçelik A.S.FIRAT ÜNİVERSİTESİIn Turkish, correct spelling correction is crucial for effective communication and preserving the integrity of written text. The challenge lies in the complexity of Turkish morphology and spelling, which can lead to frequent and diverse spelling errors. This study presents a spelling checker adapted for Turkish by creating a new Turkish dataset. The proposed spelling checker model effectively captures both minor and major textual changes and can detect the error. Our findings show that the proposed spelling checker system provides high accuracy and reliability with 98.21% accuracy performance with the Symspell module in correcting Turkish texts. This study provides valuable information about the strengths and weaknesses of existing spelling checkers and contributes to the improvement of spelling correction tools for Turkish.https://dergipark.org.tr/en/download/article-file/4192659spell checkerspelling errorsnatural language processing (nlp)spelling correctionturkish texts |
| spellingShingle | Pinar Savci Bihter Daş TurkishLex:Development of a Context-Aware Spell Checker for Detecting and Correcting Spelling Errors in Turkish Texts Sakarya University Journal of Computer and Information Sciences spell checker spelling errors natural language processing (nlp) spelling correction turkish texts |
| title | TurkishLex:Development of a Context-Aware Spell Checker for Detecting and Correcting Spelling Errors in Turkish Texts |
| title_full | TurkishLex:Development of a Context-Aware Spell Checker for Detecting and Correcting Spelling Errors in Turkish Texts |
| title_fullStr | TurkishLex:Development of a Context-Aware Spell Checker for Detecting and Correcting Spelling Errors in Turkish Texts |
| title_full_unstemmed | TurkishLex:Development of a Context-Aware Spell Checker for Detecting and Correcting Spelling Errors in Turkish Texts |
| title_short | TurkishLex:Development of a Context-Aware Spell Checker for Detecting and Correcting Spelling Errors in Turkish Texts |
| title_sort | turkishlex development of a context aware spell checker for detecting and correcting spelling errors in turkish texts |
| topic | spell checker spelling errors natural language processing (nlp) spelling correction turkish texts |
| url | https://dergipark.org.tr/en/download/article-file/4192659 |
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