Presentation | 2022-10-27 Emotion and personality estimation of utterances in a dialogue model reflecting Individuality Daiki Mori, Kazuyuki Matsumoto, Sasayama Manabu, Yoshida Minoru, Kita Kenji, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | One of the factors that enable humans to interact with AI in a more friendly manner is personality, and since the personality required of AI varies depending on the situation and context, a mechanism is needed that allows AI to switch between different personalities depending on the person with whom he or she is interacting. In this study, we use a Japanese language Transformer Encoder-decoder dialogue model (japanese-dialog-transformers) and aim to construct a dialogue model that reflects the personality of the target person by fine-tuning the interview dialogue data. By analyzing the output of the proposed dialogue models using the MBTI estimation model and the sentiment analysis model, we evaluate the consistency of the personality and discuss the differences and similarities among the dialogue models. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Interview dialogue / personality / dialogue model / personality estimation / sentiment analysis |
Paper # | HCS2022-54 |
Date of Issue | 2022-10-20 (HCS) |
Conference Information | |
Committee | HCS |
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Conference Date | 2022/10/27(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Online |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Tomoko Kanda(Osaka Inst. of Tech.) |
Vice Chair | Yugo Hayashi(Ritsumeikan Univ.) / Masashi Komori(Osaka Electro-Comm. Univ.) |
Secretary | Yugo Hayashi(Nihon Univ.) / Masashi Komori(Kanagawa Univ.) |
Assistant | HUANG HUNGHSUAN(Univ. of Fukuchiyama) / Jun Ichikawa(Shizuoka Univ.) / Kazuki Takashima(Tohoku Univ.) / Hiroto Saito(Tokyo Denki Univ.) / Ryo Ishii(NTT) / Yoshimasa Ohmoto(Shizuoka Univ.) |
Paper Information | |
Registration To | Technical Committee on Human Communication Science |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Emotion and personality estimation of utterances in a dialogue model reflecting Individuality |
Sub Title (in English) | |
Keyword(1) | Interview dialogue |
Keyword(2) | personality |
Keyword(3) | dialogue model |
Keyword(4) | personality estimation |
Keyword(5) | sentiment analysis |
1st Author's Name | Daiki Mori |
1st Author's Affiliation | Tokushima University(Tokushima Univ.) |
2nd Author's Name | Kazuyuki Matsumoto |
2nd Author's Affiliation | Tokushima University(Tokushima Univ.) |
3rd Author's Name | Sasayama Manabu |
3rd Author's Affiliation | National Institute of Technology, Kagawa Collage(NIT Kagawa) |
4th Author's Name | Yoshida Minoru |
4th Author's Affiliation | Tokushima University(Tokushima Univ.) |
5th Author's Name | Kita Kenji |
5th Author's Affiliation | Tokushima University(Tokushima Univ.) |
Date | 2022-10-27 |
Paper # | HCS2022-54 |
Volume (vol) | vol.122 |
Number (no) | HCS-236 |
Page | pp.pp.34-38(HCS), |
#Pages | 5 |
Date of Issue | 2022-10-20 (HCS) |