Presentation | 2018-03-19 Incongruity Evaluation of Utterance by Using RNNLM for Non-task-Oriented Dialogue System Shohei Fujikura, Hideaki Kikuchi, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this study, we aim to construct non-task-oriented dialogue system that can evaluate incongruity of a utterance to handle humor utterance in conversation. Humor studies have proposed that incongruity is a one of the component of humor and is elucidated by distance between an expectation and an actual stimulus. We use RNNLM which models probability distribution of words over a given context so that assume an expectation of a user as probability distribution. Experiment was conducted and it was cleared that there is a moderately correlation between a value of user’s rating and a value scored by RNNLM using negative-sampling. Additionally, the method of RNNLM works more stable than the method of word2vec used by previous study. Furthermore, we did regression analysis to confirm individuality of rating incongruity and it was cleared that a variance of the incongruity hier as well as the mean of the incongruity increases. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | non-task-oriented dialogue system / humor / RNNLM |
Paper # | TL2017-72 |
Date of Issue | 2018-03-12 (TL) |
Conference Information | |
Committee | TL |
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Conference Date | 2018/3/19(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Waseda University |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Theme 1 : Language and Learning, Learning Language, Theme 2: Abduction of meaning, "Ba" in Co-Creation, Abduction and Innovation, Theme 3: Interpretation, Translation, Theory of linguistic relativity and hospitality communication |
Chair | Masami Suzuki(KDDI Research) |
Vice Chair | Tadahisa Kondo(Kogakuin Univ.) / Chiaki Kubomura(Yamano College of Aesthetics) |
Secretary | Tadahisa Kondo(Kobe Gakuin Univ.) / Chiaki Kubomura(Kyoto Institute of Technology) |
Assistant | Nobuyuki Jincho(Waseda Univ.) / Noriaki Takada(Ferris Univ.) |
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) | Incongruity Evaluation of Utterance by Using RNNLM for Non-task-Oriented Dialogue System |
Sub Title (in English) | |
Keyword(1) | non-task-oriented dialogue system |
Keyword(2) | humor |
Keyword(3) | RNNLM |
1st Author's Name | Shohei Fujikura |
1st Author's Affiliation | Waseda University(Waseda Univ.) |
2nd Author's Name | Hideaki Kikuchi |
2nd Author's Affiliation | Waseda University(Waseda Univ.) |
Date | 2018-03-19 |
Paper # | TL2017-72 |
Volume (vol) | vol.117 |
Number (no) | TL-519 |
Page | pp.pp.75-79(TL), |
#Pages | 5 |
Date of Issue | 2018-03-12 (TL) |