| Presentation | 2021-05-28 [Poster Presentation] Improving Machine Translation using Sentence Augmentation by GPT-2 Ranto Sawai, Incheon Paik, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Data Augmentation has become an important method in deep learning in recent years. It is also a significant area in machine translation, and various innovations such as back-translation and noising have been made. In this study, sentence augmentation for neural machine translation was performed using GPT-2, one of the best sentence generators. This experiment improved the BERT-fused translation model and showed that the BLEU value is increased as 2.14 for English to Japanese translation and 0.39 for English to German translation. This result indicates that sentence augmentation with GPT-2 is effective in learning neural machine translation. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | NLPMachine Translation |
| Paper # | SC2021-10 |
| Date of Issue | 2021-05-21 (SC) |
| Conference Information | |
| Committee | SC |
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| Conference Date | 2021/5/28(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Cyber-Physical-Social System、IOT, Machine Learning Application, etc general |
| Chair | Shinji Kikuchi(NIMS) |
| Vice Chair | Yoji Yamato(NTT) / Kosaku Kimura(Fujitsu Lab.) |
| Secretary | Yoji Yamato(Kobe Univ.) / Kosaku Kimura(Tokyo Univ. of Tech.) |
| Assistant | |
| Paper Information | |
| Registration To | Technical Committee on Service Computing |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Poster Presentation] Improving Machine Translation using Sentence Augmentation by GPT-2 |
| Sub Title (in English) | |
| Keyword(1) | NLPMachine Translation |
| 1st Author's Name | Ranto Sawai |
| 1st Author's Affiliation | University of Aizu(UoA) |
| 2nd Author's Name | Incheon Paik |
| 2nd Author's Affiliation | University of Aizu(UoA) |
| Date | 2021-05-28 |
| Paper # | SC2021-10 |
| Volume (vol) | vol.121 |
| Number (no) | SC-51 |
| Page | pp.pp.50-55(SC), |
| #Pages | 6 |
| Date of Issue | 2021-05-21 (SC) |