Empathic response generation in chatbots

Spring, Timo (University of Bern, Bern, Switzerland) ; Casas, Jacky (School of Engineering and Architecture (HEIA-FR), HES-SO // University of Applied Sciences Western Switzerland) ; Daher, Karl (School of Engineering and Architecture (HEIA-FR), HES-SO // University of Applied Sciences Western Switzerland) ; Mugellini, Elena (School of Engineering and Architecture (HEIA-FR), HES-SO // University of Applied Sciences Western Switzerland) ; Abou Khaled, Omar (School of Engineering and Architecture (HEIA-FR), HES-SO // University of Applied Sciences Western Switzerland)

Recent years show an increasing popularity of chatbots, with latest efforts aiming to make them more empathic and humanlike, finding application for example in customer service or in treating mental illnesses. Thereby, emphatic chatbots can understand the user’s emotional state and respond to it on an appropriate emotional level. This survey provides an overview of existing approaches used for emotion detection and empathic response generation. These approaches raise at least one of the following profound challenges: the lack of quality training data, balancing emotion and content level information, considering the full end-to-end experience and modelling emotions throughout conversations. Furthermore, only few approaches actually cover response generation. We state that these approaches are not yet empathic in that they either mirror the user’s emotional state or leave it up to the user to decide the emotion category of the response. Empathic response generation should select appropriate emotional responses more dynamically and express them accordingly, for example using emojis.


Type de conférence:
full paper
Faculté:
Ingénierie et Architecture
Ecole:
HEIA-FR
Institut:
HumanTech - Technology for Human Wellbeing Institute
Adresse bibliogr.:
Winterthur, Switzerland, 18-19 June 2019
Date:
2019-06
Winterthur, Switzerland
18-19 June 2019
Pagination:
10 p.
Publié dans:
Proceedings of 4th Swiss Text Analytics Conference (SwissText 2019), 18-19 June 2019, Wintherthur, Switzerland
Ressource(s) externe(s):
Le document apparaît dans:



 Notice créée le 2020-01-14, modifiée le 2020-10-27

Fulltext:
Télécharger le document
PDF

Évaluer ce document:

Rate this document:
1
2
3
 
(Pas encore évalué)