Presentation | 2019-09-29 Hidden-word detection based on distributed representations and the topic model Wei Yilun, Lao Yingying, Han Dongli, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In natural language analysis, there is a phenomenon called hidden-word that can be an obstacle. Most previous studies deal with hidden-words as one type of unknown words. However, the approach to detect hidden words as replacements for other words is not sufficient. In this research, by employing the topic model and word2vec to obtain distributed expressions of words, we have proposed a method to automatically detect hidden-words from a sentence by estimating the compatibility between each word and the topic of the sentence. Also, we have automatically created test sentences containing hidden-words and conducted an evaluation experiment. The experimental results have shown the effectiveness of our approach. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Hidden-word / Word2vec / Topic-model |
Paper # | TL2019-39 |
Date of Issue | 2019-09-22 (TL) |
Conference Information | |
Committee | TL |
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Conference Date | 2019/9/29(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | National Institute of Technology, Hakodate College |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Theme 1 Arts and Language, Theme 2 Ba linguistics, Abduction of meaning, "Ba" in Co-Creation, Abduction and Innovation, Theme 3 Language and Thought |
Chair | Hiroshi Sano(Tokyo Univ. of Foreign Studies) |
Vice Chair | Tadahisa Kondo(Kogakuin Univ.) / Kazuhiro Takeuchi(Osaka Electro-Comm. Univ.) |
Secretary | Tadahisa Kondo(Kobe Gakuin Univ.) / Kazuhiro Takeuchi(Kyoto Inst. of Tech.) |
Assistant | Nobuyuki Jincho(Miidas) / Akinori Takada(Ferris Univ.) / Akio Ishikawa(KDDI Research) |
Paper Information | |
Registration To | Technical Committee on Thought and Language |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Hidden-word detection based on distributed representations and the topic model |
Sub Title (in English) | |
Keyword(1) | Hidden-word |
Keyword(2) | Word2vec |
Keyword(3) | Topic-model |
1st Author's Name | Wei Yilun |
1st Author's Affiliation | Nihon University(Nihon Univ.) |
2nd Author's Name | Lao Yingying |
2nd Author's Affiliation | Nihon University(Nihon Univ.) |
3rd Author's Name | Han Dongli |
3rd Author's Affiliation | Nihon University(Nihon Univ.) |
Date | 2019-09-29 |
Paper # | TL2019-39 |
Volume (vol) | vol.119 |
Number (no) | TL-213 |
Page | pp.pp.11-15(TL), |
#Pages | 5 |
Date of Issue | 2019-09-22 (TL) |