DC Field | Value | Language |
---|---|---|
dc.contributor.author | AREN, SIEKMEIER | - |
dc.contributor.author | WONKEE, LEE | - |
dc.contributor.author | KWON, HONGSEOK | - |
dc.contributor.author | LEE, JONG HYEOK | - |
dc.date.accessioned | 2022-03-02T05:23:06Z | - |
dc.date.available | 2022-03-02T05:23:06Z | - |
dc.date.created | 2022-02-22 | - |
dc.date.issued | 2021-08-06 | - |
dc.identifier.uri | https://oasis.postech.ac.kr/handle/2014.oak/109972 | - |
dc.description.abstract | We implemented a neural machine translation system that uses automatic sequence tagging to improve the quality of translation. Instead of operating on unannotated sentence pairs, our system uses pre-trained tagging systems to add linguistic features to source and target sentences. Our proposed neural architecture learns a combined embedding of tokens and tags in the encoder, and simultaneous token and tag prediction in the decoder. Compared to a baseline with unannotated training, this architecture increased the BLEU score of German to English film subtitle translation outputs by 1.61 points using named entity tags; however, the BLEU score decreased by 0.38 points using part-of-speech tags. This demonstrates that certain token-level tag outputs from off-the-shelf tagging systems can improve the output of neural translation systems using our combined embedding and simultaneous decoding extensions. | - |
dc.language | English | - |
dc.publisher | Association for Computational Linguistics (ACL) | - |
dc.relation.isPartOf | The 18th International Conference on Spoken Language Translation (IWCLT 2021) | - |
dc.relation.isPartOf | Proceedings of The 18th International Conference on Spoken Language Translation | - |
dc.title | Tag Assisted Neural Machine Translation of Film Subtitles | - |
dc.type | Conference | - |
dc.type.rims | CONF | - |
dc.identifier.bibliographicCitation | The 18th International Conference on Spoken Language Translation (IWCLT 2021), pp.255 - 262 | - |
dc.identifier.wosid | 000694723100030 | - |
dc.citation.conferenceDate | 2021-08-05 | - |
dc.citation.conferencePlace | TH | - |
dc.citation.conferencePlace | Online | - |
dc.citation.endPage | 262 | - |
dc.citation.startPage | 255 | - |
dc.citation.title | The 18th International Conference on Spoken Language Translation (IWCLT 2021) | - |
dc.contributor.affiliatedAuthor | AREN, SIEKMEIER | - |
dc.contributor.affiliatedAuthor | WONKEE, LEE | - |
dc.contributor.affiliatedAuthor | KWON, HONGSEOK | - |
dc.contributor.affiliatedAuthor | LEE, JONG HYEOK | - |
dc.description.journalClass | 1 | - |
dc.description.journalClass | 1 | - |
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