Bilingual AI-Driven Chatbot for Academic Advising

Conversational technologies are revolutionizing how organizations communicate with people, thereby raising quick responses and constant availability expectations. Students often have queries about the institutional and academic policies and procedures, academic progression, activities, and more in a...

وصف كامل

محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Bilquise, Ghazala (author)
مؤلفون آخرون: Ibrahim, Samar (author), Shaalan, Khaled (author)
منشور في: 2022
الموضوعات:
الوصول للمادة أونلاين:https://bspace.buid.ac.ae/handle/1234/3020
https://doi.org/10.14569/IJACSA.2022.0130808.
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author Bilquise, Ghazala
author2 Ibrahim, Samar
Shaalan, Khaled
author2_role author
author
author_facet Bilquise, Ghazala
Ibrahim, Samar
Shaalan, Khaled
author_role author
dc.creator.none.fl_str_mv Bilquise, Ghazala
Ibrahim, Samar
Shaalan, Khaled
dc.date.none.fl_str_mv 2022
2025-05-14T10:02:46Z
2025-05-14T10:02:46Z
dc.identifier.none.fl_str_mv Bilquise, G., Ibrahim, S. and Shaalan, K. (2022) “Bilingual AI-Driven Chatbot for Academic Advising,” International Journal of Advanced Computer Science and Applications, 13(8), p. n/a.
2158-107X
https://bspace.buid.ac.ae/handle/1234/3020
https://doi.org/10.14569/IJACSA.2022.0130808.
dc.language.none.fl_str_mv en
dc.publisher.none.fl_str_mv (IJACSA) International Journal of Advanced Computer Science and Applications,
dc.relation.none.fl_str_mv International Journal of Advanced Computer Science and Applicationsv13 n8 (2022): n/a
dc.subject.none.fl_str_mv Chatbot; conversational agent; academic advising; natural language processing; deep learning; bilingual English Arabic
dc.title.none.fl_str_mv Bilingual AI-Driven Chatbot for Academic Advising
dc.type.none.fl_str_mv Article
description Conversational technologies are revolutionizing how organizations communicate with people, thereby raising quick responses and constant availability expectations. Students often have queries about the institutional and academic policies and procedures, academic progression, activities, and more in an academic environment. In reality, the student services team and the academic advisors are overwhelmed with several queries that they cannot provide instant responses to, resulting in dissatisfaction with services. Our study leverages Artificial Intelligence and Natural Language processing technologies to build a bilingual chatbot that interacts with students in the English and Arabic languages. The conversational agent is built in Python and designed for students to support advising-related queries. We use a purpose-built domain-specific corpus consisting of the common questions advisors receive from students and their responses as the chatbots knowledge base. The chatbot engine determines the user intent by processing the input and retrieves the most appropriate response that matches the intent with an accuracy of 80% in English and 75% in Arabic. We also evaluated the chatbot interface by conducting field experiments with students to test the accuracy of the chatbot with real-time input and test the application interface.
id budr_bd32be81f67aa6e4c109e173a8b6c59b
identifier_str_mv Bilquise, G., Ibrahim, S. and Shaalan, K. (2022) “Bilingual AI-Driven Chatbot for Academic Advising,” International Journal of Advanced Computer Science and Applications, 13(8), p. n/a.
2158-107X
language_invalid_str_mv en
network_acronym_str budr
network_name_str The British University in Dubai repository
oai_identifier_str oai:bspace.buid.ac.ae:1234/3020
publishDate 2022
publisher.none.fl_str_mv (IJACSA) International Journal of Advanced Computer Science and Applications,
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
spelling Bilingual AI-Driven Chatbot for Academic AdvisingBilquise, GhazalaIbrahim, SamarShaalan, KhaledChatbot; conversational agent; academic advising; natural language processing; deep learning; bilingual English ArabicConversational technologies are revolutionizing how organizations communicate with people, thereby raising quick responses and constant availability expectations. Students often have queries about the institutional and academic policies and procedures, academic progression, activities, and more in an academic environment. In reality, the student services team and the academic advisors are overwhelmed with several queries that they cannot provide instant responses to, resulting in dissatisfaction with services. Our study leverages Artificial Intelligence and Natural Language processing technologies to build a bilingual chatbot that interacts with students in the English and Arabic languages. The conversational agent is built in Python and designed for students to support advising-related queries. We use a purpose-built domain-specific corpus consisting of the common questions advisors receive from students and their responses as the chatbots knowledge base. The chatbot engine determines the user intent by processing the input and retrieves the most appropriate response that matches the intent with an accuracy of 80% in English and 75% in Arabic. We also evaluated the chatbot interface by conducting field experiments with students to test the accuracy of the chatbot with real-time input and test the application interface.(IJACSA) International Journal of Advanced Computer Science and Applications,2025-05-14T10:02:46Z2025-05-14T10:02:46Z2022ArticleBilquise, G., Ibrahim, S. and Shaalan, K. (2022) “Bilingual AI-Driven Chatbot for Academic Advising,” International Journal of Advanced Computer Science and Applications, 13(8), p. n/a.2158-107Xhttps://bspace.buid.ac.ae/handle/1234/3020https://doi.org/10.14569/IJACSA.2022.0130808.enInternational Journal of Advanced Computer Science and Applicationsv13 n8 (2022): n/aoai:bspace.buid.ac.ae:1234/30202025-05-14T10:07:10Z
spellingShingle Bilingual AI-Driven Chatbot for Academic Advising
Bilquise, Ghazala
Chatbot; conversational agent; academic advising; natural language processing; deep learning; bilingual English Arabic
title Bilingual AI-Driven Chatbot for Academic Advising
title_full Bilingual AI-Driven Chatbot for Academic Advising
title_fullStr Bilingual AI-Driven Chatbot for Academic Advising
title_full_unstemmed Bilingual AI-Driven Chatbot for Academic Advising
title_short Bilingual AI-Driven Chatbot for Academic Advising
title_sort Bilingual AI-Driven Chatbot for Academic Advising
topic Chatbot; conversational agent; academic advising; natural language processing; deep learning; bilingual English Arabic
url https://bspace.buid.ac.ae/handle/1234/3020
https://doi.org/10.14569/IJACSA.2022.0130808.