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Preliminary Study on Speaker Intimacy Focusing on Topic Continuity

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Collaboration Technologies and Social Computing (CollabTech 2023)

Part of the book series: Lecture Notes in Computer Science ((LNCS,volume 14199))

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Abstract

In recent years, several studies have been conducted to estimate and quantify speaker intimacy based on information obtained from dialogue to improve the usability of dialogue systems. These studies have identified linguistic features (e.g., the presence or absence of honorifics) that contribute to estimating speaker intimacy. However, because these features can only superficially recognize intimacy, intimacy estimation based solely on these features may be less robust. Therefore, this study searched for features that could capture speaker intimacy without being limited by factors such as speaker attributes. In particular, we focused on topic continuity based on the similarity of topics between utterances rather than on-topic content. The results suggest that these features contribute to the estimation of speaker intimacy.

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References

  1. Kidd, C.D., Breazeal, C.: Robots at home: Understanding long-term human-robot interaction. In: Proceedings of International Conference on Intelligent Robots and Systems, pp. 3230–3235 (2008)

    Google Scholar 

  2. Ura, M., Kuwanara, T., Nishida, K.: A qualitative analysis of conversation in social interaction. Japan. J. Experim. Soc. Psychol. 29(3), 1–14 (1990). https://doi.org/10.2130/jjesp.29.3_1

    Article  Google Scholar 

  3. Pei, J., Jurgens, D.: Quantifying intimacy in language. In: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP), pp. 5307–5326, Online. Association for Computational Linguistics (2020)

    Google Scholar 

  4. Chiba, Y., Yamazaki, Y., Ito, A.: Speaker intimacy in chat-talks: analysis and recognition based on verbal and non-verbal information. In: Proceedings of the 25th Workshop on the Semantics and Pragmatics of Dialogue, September 20–22, 2021, Potsdam/The Internet

    Google Scholar 

  5. Mikolov, T., Sutskever, I., Chen, K., Corrado, G., Dean, J.: Distributed representations of words and phrases and their compositionality. In: Proceedings of the 26th International Conference on Neural Information Processing Systems - Volume 2 (NIPS 2013), pp. 3111–3119. Curran Associates Inc., Red Hook, NY, USA (2013)

    Google Scholar 

  6. Usami, M. (ed.): BTSJ-Japanese Natural Conversation Corpus with Transcripts and Recordings (March 2021), NINJAL Institute-based projects: Multiple Approaches to Analyzing the Communication of Japanese Language Learners (2021)

    Google Scholar 

  7. Ashish, V., et al.: Attention is all you need. Adv. Neural Inform. Process. Syst. 30 (2017)

    Google Scholar 

  8. Devlin, J., Chang, M., Lee, K., Toutanova, K.: BERT: pre-training of deep bidirectional transformers for language understanding. In: Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1 Long and Short Papers), pp. 4171–4186 (2019)

    Google Scholar 

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Correspondence to Takuto Miura .

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Miura, T., Kanai, H. (2023). Preliminary Study on Speaker Intimacy Focusing on Topic Continuity. In: Takada, H., Marutschke, D.M., Alvarez, C., Inoue, T., Hayashi, Y., Hernandez-Leo, D. (eds) Collaboration Technologies and Social Computing. CollabTech 2023. Lecture Notes in Computer Science, vol 14199. Springer, Cham. https://doi.org/10.1007/978-3-031-42141-9_17

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  • DOI: https://doi.org/10.1007/978-3-031-42141-9_17

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-031-42140-2

  • Online ISBN: 978-3-031-42141-9

  • eBook Packages: Computer ScienceComputer Science (R0)

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