Presentation | 2017-06-10 General-Purpose Oriented Extended Named Entity Labeling of Wikipedia Entries Sakae Mizuki, Takeshi Sakaki, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this research, we develop a classification method that assigns fine-grained named entity labels to entries of Wikipedia articles. An essential part of our classification method is the general-purpose orientation so that it can be applied not only Wikipedia articles but also any entity that is not listed in Wikipedia. To achieve that, we propose a method that does not utilize the features that are intrinsically specific to the structure of Wikipedia articles. Specifically, our proposed method uses the distributed representation of both article title and its pseudo hypernym. Experiment result shows that our proposed method yields a slightly better performance compared to the previous research. It also shows that performance can be improved by taking multiple pseudo hypernyms as an additional feature. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Extended Named Entity / Wikipedia / Multi-Task Learning |
Paper # | TL2017-9,NLC2017-9 |
Date of Issue | 2017-06-02 (TL, NLC) |
Conference Information | |
Committee | NLC / TL |
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Conference Date | 2017/6/9(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Tottori University |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Application of natural language proessing and linguistic analysis, and general topic of NLP |
Chair | Hiroshi Kanayama(IBM) / Masami Suzuki(KDDI Research) |
Vice Chair | Takeshi Sakaki(Hottolink) / Kazutaka Shimada(Kyushu Inst. of Tech.) / Tadahisa Kondo(Kogakuin Univ.) / Chiaki Kubomura(Yamano College of Aesthetics) |
Secretary | Takeshi Sakaki(Ryukoku Univ.) / Kazutaka Shimada(NTT) / Tadahisa Kondo(Kobe Gakuin Univ.) / Chiaki Kubomura(Kyoto Univ.) |
Assistant | Mitsuo Yoshida(Toyohashi Univ. of Tech.) / Takeshi Kobayakawa(NICT) / Nobuyuki Jincho(Waseda Univ.) / Noriaki Takada(Ferris Univ.) |
Paper Information | |
Registration To | Technical Committee on Natural Language Understanding and Models of Communication / 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) | General-Purpose Oriented Extended Named Entity Labeling of Wikipedia Entries |
Sub Title (in English) | |
Keyword(1) | Extended Named Entity |
Keyword(2) | Wikipedia |
Keyword(3) | Multi-Task Learning |
1st Author's Name | Sakae Mizuki |
1st Author's Affiliation | Hotto Link Inc.(HTL) |
2nd Author's Name | Takeshi Sakaki |
2nd Author's Affiliation | Hotto Link Inc.(HTL) |
Date | 2017-06-10 |
Paper # | TL2017-9,NLC2017-9 |
Volume (vol) | vol.117 |
Number (no) | TL-81,NLC-82 |
Page | pp.pp.47-52(TL), pp.47-52(NLC), |
#Pages | 6 |
Date of Issue | 2017-06-02 (TL, NLC) |