DC Field | Value | Language |
---|---|---|
dc.contributor.author | Lee, W. | - |
dc.contributor.author | Lee, J.-H. | - |
dc.contributor.author | Shin, J. | - |
dc.contributor.author | Jung, B. | - |
dc.date.accessioned | 2022-03-02T04:46:03Z | - |
dc.date.available | 2022-03-02T04:46:03Z | - |
dc.date.created | 2021-12-22 | - |
dc.date.issued | 2021-04 | - |
dc.identifier.issn | 0000-0000 | - |
dc.identifier.uri | https://oasis.postech.ac.kr/handle/2014.oak/109921 | - |
dc.description.abstract | Automatic Post-Editing (APE) aims to correct errors in the output of a given machine translation (MT) system. Although data-driven approaches have become prevalent also in the APE task as in many other NLP tasks, there has been a lack of qualified training data due to the high cost of manual construction. eSCAPE, a synthetic APE corpus, has been widely used to alleviate the data scarcity, but it might not address genuine APE corpora's characteristic that the post-edited sentence should be a minimally edited revision of the given MT output. Therefore, we propose two new methods of synthesizing additional MT outputs by adapting back-translation to the APE task, obtaining robust enlargements of the existing synthetic APE training dataset1. Experimental results on the WMT English-German APE benchmarks demonstrate that our enlarged datasets are effective in improving APE performance. ? 2021 Association for Computational Linguistics | - |
dc.language | English | - |
dc.publisher | Association for Computational Linguistics (ACL) | - |
dc.relation.isPartOf | 16th Conference of the European Chapter of the Associationfor Computational Linguistics, EACL 2021 | - |
dc.relation.isPartOf | EACL 2021 - 16th Conference of the European Chapter of the Association for Computational Linguistics, Proceedings of the Conference | - |
dc.title | Adaptation of back-translation to automatic post-editing for synthetic data generation | - |
dc.type | Conference | - |
dc.type.rims | CONF | - |
dc.identifier.bibliographicCitation | 16th Conference of the European Chapter of the Associationfor Computational Linguistics, EACL 2021, pp.3685 - 3691 | - |
dc.citation.conferenceDate | 2021-04-19 | - |
dc.citation.conferencePlace | UI | - |
dc.citation.endPage | 3691 | - |
dc.citation.startPage | 3685 | - |
dc.citation.title | 16th Conference of the European Chapter of the Associationfor Computational Linguistics, EACL 2021 | - |
dc.contributor.affiliatedAuthor | Lee, W. | - |
dc.contributor.affiliatedAuthor | Lee, J.-H. | - |
dc.contributor.affiliatedAuthor | Shin, J. | - |
dc.contributor.affiliatedAuthor | Jung, B. | - |
dc.identifier.scopusid | 2-s2.0-85107273948 | - |
dc.description.journalClass | 1 | - |
dc.description.journalClass | 1 | - |
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