| Presentation | 2019-02-08 Selection of Figurative Expression Using Automatically Generated Data Set Yuto Mitsuishi, Kazutaka Shimada, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Figurative expressions are one of effective approaches to lead readers to understand. In this paper, we propose a selection method of a suitable figurative expression about an adjective in asentence by using neural networks (LSTM with attention). NNs usually need a large amount of trainingdata for generating a model. We first construct the training date set automatically by computing a simile-likelihood score of each figurative candidate. Next, we select sentence-figurative expression pairs with high simile-likelihood scores as the training data. Then, we generate a LSTM-based selection model by using the training data. We obtained sentences with some interesting figurative expressions that cannot be selected by dictionary-based methods. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Automatically Generated Data Set / Automatic Selection / Deep Learning |
| Paper # | NLC2018-42 |
| Date of Issue | 2019-01-31 (NLC) |
| Conference Information | |
| Committee | NLC / IPSJ-IFAT |
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| Conference Date | 2019/2/7(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Ryukoku University Omiya Campus |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | The 14th Text Analytics Symposium |
| Chair | Takeshi Sakaki(Hottolink) |
| Vice Chair | Mitsuo Yoshida(Toyohashi Univ. of Tech.) / Kazutaka Shimada(Kyushu Inst. of Tech.) |
| Secretary | Mitsuo Yoshida(Ryukoku Univ.) / Kazutaka Shimada(NTT) |
| Assistant | Takeshi Kobayakawa(NHK) / Hiroki Sakaji(Univ. of Tokyo) |
| Paper Information | |
| Registration To | Technical Committee on Natural Language Understanding and Models of Communication / Special Interest Group on Information Fundamentals and Access Technologies |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Selection of Figurative Expression Using Automatically Generated Data Set |
| Sub Title (in English) | |
| Keyword(1) | Automatically Generated Data Set |
| Keyword(2) | Automatic Selection |
| Keyword(3) | Deep Learning |
| 1st Author's Name | Yuto Mitsuishi |
| 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 | 2019-02-08 |
| Paper # | NLC2018-42 |
| Volume (vol) | vol.118 |
| Number (no) | NLC-439 |
| Page | pp.pp.35-40(NLC), |
| #Pages | 6 |
| Date of Issue | 2019-01-31 (NLC) |