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  4. Dental tutorbot: Exploitation of dental textbooks for automated learning
 
Zitierlink DOI
10.26092/elib/4211

Dental tutorbot: Exploitation of dental textbooks for automated learning

Veröffentlichungsdatum
2021
Autoren
Tauqeer, Fizza
Raza, Muhammad Khubaib
Su Yin, Myat  
Hassan, Saeed-Ul
Haddawy, Peter  
Pomarlan, Mihai  
Tuarob, Suppawong
Zusammenfassung
Active learning has been shown to provide benefits over traditional didactic approaches to teaching and learning. These benefits are particularly important in fields in which students must master large amounts of information and effectively operationalize it, as in medicine and dentistry. While online learning platforms have the potential to provide students with active learning without taxing scarce faculty resources, a recognized challenge in producing such systems is the engineering of the domain knowledge needed for engaging interaction. In this paper we address this problem by developing an open-source chatbot-based tutoring system trained on dental textbooks in the area of endodontics, one of the most challenging areas of dentistry. Dental TutorBot is built using Rasa for modular training purposes. It asks short questions from students and evaluates their answers. If the student cannot answer a question, the system provides a hint, rather than immediately giving the student the answer. In this way, it coaches the student to find the answer and thus helps them to understand the connections between concepts while creating a more intellectually stimulating learning experience.
Schlagwörter
Smart Interactive Learning

; 

QA Pairs

; 

Hint Generation

; 

GPT-2

; 

Rasa TutorBot
Verlag
RWTH Aachen
Institution
Universität Bremen  
Fachbereich
Fachbereich 10: Sprach- und Literaturwissenschaften (FB 10)  
Fachbereich 03: Mathematik/Informatik (FB 03)  
Dokumenttyp
Konferenzbeitrag
Zeitschrift/Sammelwerk
iTextbooks 2021 (Third International Workshop on Intelligent Textbooks 2021) = CEUR Workshop Proceedings 2895
Startseite
19
Endseite
26
Seitenzahl
8
Zweitveröffentlichung
Ja
Dokumentversion
Published Version
Lizenz
https://creativecommons.org/licenses/by/4.0/
Sprache
Englisch
Dateien
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Vorschaubild
Name

Tauqeer et al_Dental TutorBot_2021_published-version.pdf

Size

2.46 MB

Format

Adobe PDF

Checksum

(MD5):d8130f31a084ecdf95fcb8bb4940a9c3

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