| Presentation | 2022-03-07 Simile identification based on machine learning using pseudo data acquisition Jintaro Jimi, Kazutaka Shimada, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Simile is a kind of figurative language. It expresses the target of the figurative language by using comparators such as ``like''. For understanding a sentence, it is important to distinguish whether the sentence is a simile or a literal. In this paper, we propose a pseudo dataset acquisition method for simile identification. We first constructed a dataset of simile and literal sentences using machine translation. Next, we define the simile identification task as a binary classification problem. We apply some machine learning approaches to the task. We show the validity of the pseudo dataset and the models in this task. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | simile identification / pseudo data / automatic training data acquisition / figurative language |
| Paper # | NLC2021-36 |
| Date of Issue | 2022-02-28 (NLC) |
| Conference Information | |
| Committee | NLC |
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| Conference Date | 2022/3/7(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Information Processing of Tourism, etc. |
| Chair | Kazutaka Shimada(Kyushu Inst. of Tech.) |
| Vice Chair | Mitsuo Yoshida(Toyohashi Univ. of Tech.) / Takeshi Kobayakawa(NHK) |
| Secretary | Mitsuo Yoshida(Univ. of Tokyo) / Takeshi Kobayakawa(Hiroshima Univ. of Economics) |
| Assistant | Kanjin Takahashi(Sansan) / Ko Mitsuda(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Natural Language Understanding and Models of Communication |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Simile identification based on machine learning using pseudo data acquisition |
| Sub Title (in English) | |
| Keyword(1) | simile identification |
| Keyword(2) | pseudo data |
| Keyword(3) | automatic training data acquisition |
| Keyword(4) | figurative language |
| 1st Author's Name | Jintaro Jimi |
| 1st Author's Affiliation | Kyushu Institute of Technology(Kyutech) |
| 2nd Author's Name | Kazutaka Shimada |
| 2nd Author's Affiliation | Kyushu Institute of Technology(Kyutech) |
| Date | 2022-03-07 |
| Paper # | NLC2021-36 |
| Volume (vol) | vol.121 |
| Number (no) | NLC-415 |
| Page | pp.pp.48-53(NLC), |
| #Pages | 6 |
| Date of Issue | 2022-02-28 (NLC) |