| Téléchargement | - Voir le manuscrit accepté : Searching for poor quality machine translated text : learning the difference between human writing and machine translations (PDF, 564 Kio)
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| DOI | Trouver le DOI : https://doi.org/10.1007/978-3-642-30353-1 |
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| Auteur | Rechercher : Carter, Dave1; Rechercher : Inkpen, Diana |
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| Affiliation | - Conseil national de recherches du Canada. Institut de technologie de l'information du CNRC
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| Format | Texte, Article |
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| Conférence | 25th Canadian Conference on Artificial Intelligence, Canadian AI 2012, 28-30 May 2012, Toronto, Ontario, Canada |
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| Résumé | As machine translation (MT) tools have become mainstream, machine translated text has increasingly appeared on multilingual websites. Trustworthy multilingual websites are used as training corpora for statistical machine translation tools; large amounts of MT text in training data may make such products less effective. We performed three experiments to determine whether a support vector machine (SVM) could distinguish machine translated text from human written text (both original text and human translations). Machine translated versions of the Canadian Hansard were detected with an F-measure of 0.999. Machine translated versions of six Government of Canada web sites were detected with an F-measure of 0.98.We validated these results with a decision tree classifier. An experiment to find MT text on Government of Ontario web sites using Government of Canada training data was unfruitful, with a high rate of false positives. Machine translated text appears to be learnable and detectable when using a similar training corpus. |
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| Date de publication | 2012-05 |
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| Dans | |
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| Série | |
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| Langue | anglais |
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| Publications évaluées par des pairs | Oui |
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| Numéro NPARC | 20496817 |
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| Exporter la notice | Exporter en format RIS |
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| Signaler une correction | Signaler une correction (s'ouvre dans un nouvel onglet) |
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| Identificateur de l’enregistrement | cf9f7d1a-96a1-4b36-8355-6c808a7f3f4d |
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| Enregistrement créé | 2012-08-16 |
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| Enregistrement modifié | 2020-04-21 |
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