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Chat agents respond more empathetically by using hearsay experience

As the responses of chat dialogue systems have become more natural, the empathy skill of dialogue systems has become an important new issue. In text-based chat dialogue systems, the definition of empathy is not precise, and how to design the kind of utterance that improves the user’s impression of r...

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Autores principales: Narimatsu, Hiromi, Sugiyama, Hiroaki, Mizukami, Masahiro, Arimoto, Tsunehiro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10432954/
https://www.ncbi.nlm.nih.gov/pubmed/37600473
http://dx.doi.org/10.3389/frobt.2023.960087
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author Narimatsu, Hiromi
Sugiyama, Hiroaki
Mizukami, Masahiro
Arimoto, Tsunehiro
author_facet Narimatsu, Hiromi
Sugiyama, Hiroaki
Mizukami, Masahiro
Arimoto, Tsunehiro
author_sort Narimatsu, Hiromi
collection PubMed
description As the responses of chat dialogue systems have become more natural, the empathy skill of dialogue systems has become an important new issue. In text-based chat dialogue systems, the definition of empathy is not precise, and how to design the kind of utterance that improves the user’s impression of receiving empathy is not clear since the main method used is to imitate utterances and dialogues that humans consider empathetic. In this study, we focus on the necessity of grasping an agent as an experienceable Other, which is considered the most important factor when empathy is performed by an agent, and propose an utterance design that directly conveys the fact that the agent can experience and feel empathy through text. Our system has an experience database including the system’s pseudo-experience and feelings to show empathetic feelings. Then, the system understands the user’s experiences and empathizes with the user on the basis of the system’s experience database, in line with the dialogue content. As a result of developing and evaluating several systems with different ways of conveying the aforementioned rationale, we found that conveying the rationale as a hearsay experience improved the user’s impression of receiving empathy more than conveying it as the system’s own experience. Moreover, an exhaustive evaluation shows that our empathetic utterance design using hearsay experience is effective to improve the user’s impression about the system’s cognitive empathy.
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spelling pubmed-104329542023-08-18 Chat agents respond more empathetically by using hearsay experience Narimatsu, Hiromi Sugiyama, Hiroaki Mizukami, Masahiro Arimoto, Tsunehiro Front Robot AI Robotics and AI As the responses of chat dialogue systems have become more natural, the empathy skill of dialogue systems has become an important new issue. In text-based chat dialogue systems, the definition of empathy is not precise, and how to design the kind of utterance that improves the user’s impression of receiving empathy is not clear since the main method used is to imitate utterances and dialogues that humans consider empathetic. In this study, we focus on the necessity of grasping an agent as an experienceable Other, which is considered the most important factor when empathy is performed by an agent, and propose an utterance design that directly conveys the fact that the agent can experience and feel empathy through text. Our system has an experience database including the system’s pseudo-experience and feelings to show empathetic feelings. Then, the system understands the user’s experiences and empathizes with the user on the basis of the system’s experience database, in line with the dialogue content. As a result of developing and evaluating several systems with different ways of conveying the aforementioned rationale, we found that conveying the rationale as a hearsay experience improved the user’s impression of receiving empathy more than conveying it as the system’s own experience. Moreover, an exhaustive evaluation shows that our empathetic utterance design using hearsay experience is effective to improve the user’s impression about the system’s cognitive empathy. Frontiers Media S.A. 2023-07-25 /pmc/articles/PMC10432954/ /pubmed/37600473 http://dx.doi.org/10.3389/frobt.2023.960087 Text en Copyright © 2023 Narimatsu, Sugiyama, Mizukami and Arimoto. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Robotics and AI
Narimatsu, Hiromi
Sugiyama, Hiroaki
Mizukami, Masahiro
Arimoto, Tsunehiro
Chat agents respond more empathetically by using hearsay experience
title Chat agents respond more empathetically by using hearsay experience
title_full Chat agents respond more empathetically by using hearsay experience
title_fullStr Chat agents respond more empathetically by using hearsay experience
title_full_unstemmed Chat agents respond more empathetically by using hearsay experience
title_short Chat agents respond more empathetically by using hearsay experience
title_sort chat agents respond more empathetically by using hearsay experience
topic Robotics and AI
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10432954/
https://www.ncbi.nlm.nih.gov/pubmed/37600473
http://dx.doi.org/10.3389/frobt.2023.960087
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