An analysis of children? interaction with an AI chatbot and its impact on their interest in reading

被引:83
作者
Liu, Chen -Chung [1 ,4 ]
Liao, Mo-Gang [2 ]
Chang, Chia -Hui [1 ]
Lin, Hung -Ming [3 ]
机构
[1] Natl Cent Univ, Dept Comp Sci & Informat Engn, Taoyuan City, Taiwan
[2] Natl Cent Univ, Grad Inst Network Learning Technol, Taoyuan City, Taiwan
[3] Minghsin Univ Sci & Technol, Dept Business Adm, Hsinchu, Taiwan
[4] Natl Cent Univ, Dept Comp Sci & Informat Engn, 300 Jhongda Rd, Taoyuan Cty 32001, Taiwan
关键词
Data science applications in education; Human -computer interface applications in; subject areas elementary education; SITUATIONAL INTEREST; AGENT; ENGLISH;
D O I
10.1016/j.compedu.2022.104576
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Educators have indicated that social approaches to reading such as book talk activities are helpful for promoting students' interest in reading. However, it is not possible for teachers to interact with all students to talk about the books they have read as they have different language proficiency levels and different topics of interest. This study thus aimed to understand the affordances of a chatbot built with artificial intelligence techniques as a book talk companion, and to explore the role of the interaction in students' engagement and interest in reading. Adopting AI techniques, the chatbot in this study had basic understanding of 157 books. While students could choose any of the books to read and interact with the chatbot, the chatbot provided book talk and social affective cues to facilitate the book talk. Multiple data sources from 68 students participating in a 6-week reading activity were collected and analyzed. It was found that students perceived a high level of social connection with the chatbot. In particular, students talking with the chatbot maintained a stable level of situational interest in the value dimension, while the interest of those who did not participate in the book talk with the chatbot faded significantly. Students' perceptions of the social connection with the chatbot were closely related to their engagement in the reading activity and correlated with both their triggered-situational interest and maintained situational interest. The results provide insights into how a chatbot with AI techniques can create a positive reading experience to sustain students' interest in learning.
引用
收藏
页数:16
相关论文
共 62 条
[1]  
Abdul-Kader SA, 2015, INT J ADV COMPUT SC, V6, P72
[2]   Interest, learning, and the psychological processes that mediate their relationship [J].
Ainley, M ;
Hidi, S ;
Berndorff, D .
JOURNAL OF EDUCATIONAL PSYCHOLOGY, 2002, 94 (03) :545-561
[3]  
[Anonymous], 2011, DESIGNING CONDUCTING
[4]   A Smart Chatbot Architecture based NLP and Machine learning for health care assistance [J].
Ayanouz, Soufyane ;
Abdelhakim, Boudhir Anouar ;
Benhmed, Mohammed .
3RD INTERNATIONAL CONFERENCE ON NETWORKING, INFORMATION SYSTEM & SECURITY (NISS'20), 2020,
[5]   A conversational agent to encourage willingness to communicate in the context of english as a foreign language [J].
Ayedoun, Emmanuel ;
Hayashi, Yuki ;
Seta, Kazuhisa .
KNOWLEDGE-BASED AND INTELLIGENT INFORMATION & ENGINEERING SYSTEMS 19TH ANNUAL CONFERENCE, KES-2015, 2015, 60 :1433-1442
[6]   Using emotional response theory to examine dramatic teaching behaviors and student approach-avoidance behaviors [J].
Baker, James P. ;
Clark-Gordon, Cathlin, V ;
Myers, Scott A. .
COMMUNICATION EDUCATION, 2019, 68 (02) :193-214
[7]   Measurement Instruments for the Anthropomorphism, Animacy, Likeability, Perceived Intelligence, and Perceived Safety of Robots [J].
Bartneck, Christoph ;
Kulic, Dana ;
Croft, Elizabeth ;
Zoghbi, Susana .
INTERNATIONAL JOURNAL OF SOCIAL ROBOTICS, 2009, 1 (01) :71-81
[8]  
Bloome D., 1997, READING WRITING Q OV, V13, P205, DOI DOI 10.1080/1057356970130301
[9]  
CHAMBERS A., 1985, BOOKTALK OCCASIONAL
[10]   Teaching and learning with children: Impact of reciprocal peer learning with a social robot on children's learning and emotive engagement [J].
Chen, Huili ;
Park, Hae Won ;
Breazeal, Cynthia .
COMPUTERS & EDUCATION, 2020, 150