Curiosity Notebook: A Platform for Learning by Teaching Conversational Agents

Learning by teaching is an established pedagogical technique; however, the exact process through which learning happens remains difficult to assess, in part due to the variability in the tutor-tutee pairing and interaction. Prior research proposed the use of teachable agents acting as students, in order to facilitate more controlled studies of the learning by teaching phenomenon. In this work, we introduce a learning by teaching platform, Curiosity Notebook, which allows students to work individually or in groups to teach a conversational agent a classification task in a variety of subject topics. We conducted a 4-week exploratory study with 12 fourth and fifth grade elementary school children, who taught a conversational robot how to classify animals, rocks/minerals and paintings. This paper outlines the architecture of our system, describes the lessons learned from the study, and contributes design considerations on how to design conversational agents and applications for learning by teaching scenarios.

[1]  Gautam Biswas,et al.  From Design to Implementation to Practice a Learning by Teaching System: Betty’s Brain , 2016, International Journal of Artificial Intelligence in Education.

[2]  P. David Pearson,et al.  Increasing Students’ Awareness of Sources of Information for Answering Questions , 1985 .

[3]  Takayuki Kanda,et al.  Interactive Robots as Social Partners and Peer Tutors for Children: A Field Trial , 2004, Hum. Comput. Interact..

[4]  Pierre-Yves Oudeyer,et al.  Pedagogical Agents for Fostering Question-Asking Skills in Children , 2020, CHI.

[5]  Gautam Biswas,et al.  LEARNING BY TEACHING: A NEW AGENT PARADIGM FOR EDUCATIONAL SOFTWARE , 2005, Appl. Artif. Intell..

[6]  William W. Cohen,et al.  Cognitive anatomy of tutor learning: Lessons learned with SimStudent. , 2013 .

[7]  Justin Cheng,et al.  Peer and self assessment in massive online classes , 2013, ACM Trans. Comput. Hum. Interact..

[8]  F. Tanaka,et al.  Children teach a care-receiving robot to promote their learning , 2012, J. Hum. Robot Interact..

[9]  Nalin Chhibber,et al.  Towards the Learning, Perception, and Effectiveness of Teachable Conversational Agents , 2019 .

[10]  Ana Paiva,et al.  Affect of Robot's Competencies on Children's Perception , 2017, AAMAS.

[11]  James C. Lester,et al.  The Case for Social Agency in Computer-Based Teaching: Do Students Learn More Deeply When They Interact With Animated Pedagogical Agents? , 2001 .

[12]  Daniel L. Schwartz,et al.  Teachable Agents and the Protégé Effect: Increasing the Effort Towards Learning , 2009 .

[13]  Pierre Dillenbourg,et al.  When Children Teach a Robot to Write: An Autonomous Teachable Humanoid Which Uses Simulated Handwriting , 2015, 2015 10th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[14]  Hyeji Kim,et al.  Dyadic Stance in Natural Language Communication with a Teachable Robot , 2018, HRI.

[15]  Fumihide Tanaka,et al.  Pepper learns together with children: Development of an educational application , 2015, 2015 IEEE-RAS 15th International Conference on Humanoid Robots (Humanoids).

[16]  Rod D. Roscoe,et al.  Understanding Tutor Learning: Knowledge-Building and Knowledge-Telling in Peer Tutors’ Explanations and Questions , 2007 .

[17]  Wafa Johal,et al.  When deictic gestures in a robot can harm child-robot collaboration , 2018, IDC.

[18]  Jörg Wittwer,et al.  Why Instructional Explanations Often Do Not Work: A Framework for Understanding the Effectiveness of Instructional Explanations , 2008 .

[19]  A. Graesser,et al.  Question Asking During Tutoring , 1994 .

[20]  Arthur C. Graesser,et al.  AutoTutor: A simulation of a human tutor , 1999, Cognitive Systems Research.

[21]  Clifford Nass,et al.  The Case for Caring Colearners: The Effects of a Computer‐Mediated Colearner Agent on Trust and Learning , 2007 .

[22]  Gautam Biswas,et al.  Teachable Agents: Combining Insights from Learning Theory and Computer Science , 1999 .

[23]  Meredith D. Gall,et al.  The Use of Questions in Teaching , 1970 .