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Real-word spelling correction with trigrams: A reconsideration of the Mays, Damerau, and Mercer model (2008)
| Content Provider | CiteSeerX |
|---|---|
| Author | Hirst, Graeme Budanitsky, Er |
| Description | The trigram-based noisy-channel model of realword spelling-error correction that was presented by Mays, Damerau, and Mercer in 1991 has never been adequately evaluated or compared with other methods. We present a new evaluation that enabled a meaningful comparison with the WordNetbased method of Hirst and Budanitsky (2005) and the “contextual spelling corrector ” of Microsoft Office Word 2007. The trigram method was found to be superior to both these other methods, even on content words. We also found that optimizing over sentences gives better results than variants of the algorithm that optimize over fixed-length windows. 1. Real-word spelling errors Real-word spelling errors (malapropisms) • Can’t be detected by regular (lexicon-based) spelling checkers. |
| File Format | |
| Language | English |
| Publisher Date | 2008-01-01 |
| Publisher Institution | In Proceedings of the 9th international conference on Computational |
| Access Restriction | Open |
| Subject Keyword | Mercer Model Real-word Spelling Error Real-word Realword Spelling-error Correction Content Word Trigram Method Trigram-based Noisy-channel Model New Evaluation Meaningful Comparison Microsoft Office Word Wordnetbased Method Contextual Spelling Corrector Fixed-length Window |
| Content Type | Text |
| Resource Type | Article |