| Presentation | 2022-07-08 Topic Classification of Kyutech Corpus by Machine Learning Shinnosuke Kawasaki, Kazutaka Shimada, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Discussion summarization is one of the most important tasks for discussion analysis. Utterances in a discussion contains several topics, and the topics have an important role for the summarization. In this paper, we report a topic classification task of utterances in a multi-party discussion corpus: Kyutech corpus. In the corpus, each utterance contains one to three topic tags. We compare several machine learning methods for the topic tag classification task. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Topic classification / Multi-label classification / Machine learning / Argument mining |
| Paper # | NLC2022-3 |
| Date of Issue | 2022-07-01 (NLC) |
| Conference Information | |
| Committee | NLC / IPSJ-ICS |
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| Conference Date | 2022/7/8(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Application of natural language processing and intelligent systems, and general topic of NLP |
| Chair | Mitsuo Yoshida(Toyohashi Univ. of Tech.) |
| Vice Chair | Hiroki Sakaji(Univ. of Tokyo) / Takeshi Kobayakawa(NHK) |
| Secretary | Hiroki Sakaji(NTT) / Takeshi Kobayakawa(Hiroshima Univ. of Economics) |
| Assistant | Kanjin Takahashi(Sansan) / Yasuhiro Ogawa(Nagoya Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Natural Language Understanding and Models of Communication / Special Interest Group on Intelligence and Complex Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Topic Classification of Kyutech Corpus by Machine Learning |
| Sub Title (in English) | |
| Keyword(1) | Topic classification |
| Keyword(2) | Multi-label classification |
| Keyword(3) | Machine learning |
| Keyword(4) | Argument mining |
| 1st Author's Name | Shinnosuke Kawasaki |
| 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 | 2022-07-08 |
| Paper # | NLC2022-3 |
| Volume (vol) | vol.122 |
| Number (no) | NLC-99 |
| Page | pp.pp.13-18(NLC), |
| #Pages | 6 |
| Date of Issue | 2022-07-01 (NLC) |