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International Journal of Trend in Scientific Research and Development (IJTSRD)
Volume 4 Issue 6, September-October 2020 Available Online: www.ijtsrd.com e-ISSN: 2456 – 6470
@ IJTSRD | Unique Paper ID – IJTSRD31845 | Volume – 4 | Issue – 6 | September-October 2020 Page 786
Critical Literature Review on Chatbots in Education
Hephzibah Thomas
Master of Engineering, Department of Electronics and Communication,
KCG College of Technology, Chennai, Tamil Nadu, India
ABSTRACT
Chabot, a virtual teaching aid diminishing the monotonousdutiesofeducators,
is being researched and exploited in the sector of education. It has been
configured in such a manner that customized learning atmosphere is
generated and doubts raised by learners are cognitively responded to. This is
achieved through vigorous analysis of response and the learning techniques
undertaken by students. This paper assesses previous literaturespublishedby
researchers on the use of chatbots in the area of learning.
KEYWORDS: Chatbot, Education
How to cite this paper: Hephzibah
Thomas "Critical Literature Review on
Chatbots in
Education" Published
in International
Journal of Trend in
Scientific Research
and Development
(ijtsrd), ISSN: 2456-
6470, Volume-4 |
Issue-6, October 2020, pp.786-788, URL:
www.ijtsrd.com/papers/ijtsrd31845.pdf
Copyright © 2020 by author(s) and
International Journal of TrendinScientific
Research and Development Journal. This
is an Open Access article distributed
under the terms of
the Creative
Commons Attribution
License (CC BY 4.0)
(http://creativecommons.org/licenses/by/4.0)
I. INTRODUCTION
Chatbots are thinking processors and mentors used to
impart knowledge to either a novice or a professional based
on analysing the learning patterns and comprehension and
adapt to their pace through a series of messages. The
technology used in such implements is Artificial
Intelligence in which computers are replicated as how
humans learn, reason and communicate. These interactive
agents are embodied with tons of data including templates
and patterns. ALICE (Artificial Linguistic Internet Chat
Entity) is an example. Individual feedbacks assist to self
rectify incase of corrections. Individualattentiontostudents
has offered improved results. Educators can collect student
data through forms and can store the information. For
instance; SnatchBot is an educational Chabot that does not
require coding andworksaccording to the creator’spurpose
[1]. Chatbots are considered to democratize the study
procedure irrespective of the language and geography of
students [17].
II. LITERATURE REVIEW
Considering the advantages, the review of a handful of
research done by scholars in the use ofChabot for tutoringis
summarised below.
A. Customised learning:
Personalised attention to students advances their results as
the tutors get to knowledge of the domain where the
learners are fragile in. The availability of personal educators
to individual students of different capacities can conceive
larger number of professionals.Students canacquiredeeper
knowledge of their interests. Technology MediatedLearning
(TML) is defined as “an environment in which the learner’s
interactionswith learningmaterials (readings,assignments,
exercises, etc.), peers, and/or instructors are mediated
through advanced information technologies” [2]. Chatbot
mediated learning is also considered as a branch of TML
where the study is personalised and students can
dynamically use these bots for their learning.
The Differ chatbot used in BI Norwegian Business School
brings together students of similar situations so that they
won’t feel judged on the queries they put forth and
reminders are set for their continued involvement [1]. The
chatbots assess the discernment of the students and
provides the subsequent lecture. For instance, the Summit
Learning Project uses chatbots to identify the weak areas of
students and adapt to their leaning style and help them
manage the modules [18]. The chatbots further conducts
quizzes and submits the results to the tutors, who provide
immediate feedback to the students. This is accomplished
through digital forums. Botsify epitomizes the same
behaviour [3].
The Intelligent Tutoring System (ITS) along with IM Bots
termed as Open Learner Modelling has been utilized in the
Wizard-Of-Oz Paradigm where a real person acts as the
virtual tutor and studies the learners [5]. The real time
experiment was conducted using 30 students from the
University of Birmingham.
Anne G. Neering is another automated conversational agent
that was produced by a set of engineering students that
IJTSRD31845
International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD31845 | Volume – 4 | Issue – 6 | September-October 2020 Page 787
dispenses the course content and ideas and instils fun along
with learning [4].
B. Spaced Interval Learning:
Spaced Interval learning helps students polish up what they
have studied until then. The students can recall what they
have memorized. Super Memo isanapplicationthatreminds
students when they are about to forget. It uses an algorithm
to monitor the frequency mode in which the learning
happens and repeats subjects already covered [1].
C. Assessment of composition skills:
Currently, educators tend to assess the students through
Multiple-choice questionnaires easing their tasks. A student
can be assessed better based on their writing and
composition skills which can be acquired through essay
writing. This has been explored through an automated
evaluating system where the researchers have executed
unsupervised machine learning on performing robotic
assessment and have also done an analysis on the
performance of the robot which was analysed using an
amalgam of combination of term frequency inverse-
document function (tfidf)with cosine Euclideandistance[6].
A real time study was conducted on a set of medical
students, where the web tutoring program increased their
test scores and cognitive efficacyto three fold the size which
wasmeasured inCohen’s D effect size (95%)and confidence
interval (CI) [7].
D. Student teacher interaction:
An effectiveway to enhance interaction amongmentors and
learners in Massive Open Online Courses (MOOC) is the use
of the virtual tutoringassistance, Chatbots.Thoughtherehas
been an enormous rise in the number of courses provided
online, there has been low student maintenance. This has
been mainly due of exchange of communication betweenthe
mentor and the student. To illustrate, a studywasconducted
by employing a teaching assistant (TA) named by JillWatson
(JW) for the Georgia Tech OMSCS 7637 study on Knowledge
Based Artificial Intelligence (KBAI) [8]. The JW was
experimented from 2016 and different versions of the TA,
developed using IBM BlueMix Toolsuite and Semantic
Information processing technology, were used as discussion
forums where it provided knowledge andcollectedfeedback
from students. The main challenge they faced asa resultwas
lack of mentors for the expanding community of students
that was joining.
A real-time investigation was conducted at University of
Salerno for a set ofComputer Science students where Latent
Dirichlet Allocation (LDA) algorithm was used in the
operation of managing queries [9]. This produced a
satisfactory outcome.
Analysis of existingchatbots suchasFacebook Chat,Natasha
from Hikeand Wechatwas done by Rasika andan attemptto
develop a better performing system was experimentedusing
recurrent neural network (RNN), pattern matching, Natural
Language Processing (NLP), and data mining algorithms
[10].
E. Easing tasks of tutors:
It is a false assumption for teachers who think the chatbots
may take up their job and they will be laid off. It only
simplifies tasks for them by helping students with frequent
queries and assessing them personally. Teachers can equip
themselves with the latest research during the
supplementary time they get. Ashok Goel, is one among the
initial educators who used this method and developed his
own chatbot and named it Jill Watson [8]. Jill attempted to
answer the students through an online forum dispensing all
available information including technical doubts.
A study was done to find the viewpoint of teachers to the
usage of the talkbots in their syllabus and it was found that
an attitude rating score (mean) of 3572 was obtained which
proved they were optimistic to this technology [11]. They
also suggested improvements where chatbots should
incorporate an option to search similar to web search.
F. Integration of chatbots to classrooms:
Apart from standalone chatbots, there has been an increase
in the integration of these chatbots in social platforms such
as Facebook, Google classroom and so on. Based on the
category, languageand development platform chatbotsused
for education in Facebook has been studied in and the
efficacy has been evaluated. Quality allocationwastabulated
using Analytic Hierarchy Process (AHP) [12].
G. Appealing methods of online education:
How effective can chatbots be in education, also relies on its
attractive design. Reeves, B. & Nass, C. (1996) [13]
exemplified in their investigation that most of the humans
consider social platformssuchas televisions,computersand
internet as their fellow beings and treat them with more
respect. This finding led few researchers to think with
ingenuity to impart knowledge as a dignitary or an
influential person from the past. To elaborate, in the
research conducted in 2014, a talkbot labelled Freudbotwas
built using non-proprietary software called AIML (Artificial
Intelligence Markup Language) and ELIZA kind of control
features [14]. The highlighting feature of Freudbot was that
it communed with the learners asa famous personalityfrom
history. Though it provided neutral results, it was assumed
to be more promising for the future online education.
H. Competent in language:
There are applications that help users to learn different
languages. Its fusion along with chatbots is still being
experimented. A study exclusively for English learners was
done, where the chatbot designed was integrated to an
existing EnglishPractice applicationavailable [15]. Quizzes,
Grammar test, spoken language tests,vocabularyassessment
et cetera are available for the users to practice their
linguistic skills. The application also reminds the users if
they remain inactive for a period of time.
An investigation was done by Jia and Chen on how to inspire
learners in the sector of English language. The study was
conducted over a period of 6 months andwas integratedinto
an English high school classroom. The analysis found that
students felt more self-assured, and could enhance their
learning potential. Duolingo is an application that uses bots
to learn languages [16].
III. CONCLUSION
To summarize, there has been a lot of investigations on the
use of the artificial conversational entity over ages and the
research still continues for enhanced results andswitchover
to a digital era. While there are limitations to its usage that
International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD31845 | Volume – 4 | Issue – 6 | September-October 2020 Page 788
includes lack of funds and qualified teachers, this paper
reviews previous literatures where chatbots benefitted the
students and teachers simultaneously which outweighs the
limitations and promises a better education.
REFERENCES
[1] Garcia Brustenga, G., Fuertes-Alpiste, M., Molas-
Castells, N.(2018). Briefing paper: chatbots in
education. Barcelona: eLearn Center. Universitat
Obertade Catalunya.
[2] Alavi, M., & Leidner, D. E. 2001. Review: Knowledge
Management and Knowledge Management Systems:
Conceptual Foundations and Research Issues. MIS
quarterly, 25(1): 107.
[3] Sjöström, Jonas & Aghaee, Nam & Dahlin, Maritha &
Ågerfalk, Pär. (2018). Designing Chatbots for Higher
Education Practice.
[4] Crown, S., Fuentes, A., Jones, R., Nambiar, R., & Crown,
D. (2010). Ann G. Neering: Interactive chatbot to
motivate and engage engineering students. American
Society for Engineering Education, 15 (1), 1-13.
[5] Kerly, A., Hall, P. & Bull, S. (2006). Bringing Chatbots
into Education: TowardsNaturalLanguageNegotiation
of Open Learner Models, in R. Ellis, T. Allen & A. Tuson
(eds), Applications and Innovations in Intelligent
Systems XIV – Proceedings of AI-2006, 26th SGAI
International Conference on Innovative Techniques
and Applications of Artificial Intelligence, Springer.
[6] Ndukwe, Ifeanyi & Daniel, Ben & Chukwudi, Amadi.
(2019). A Machine Learning Grading System Using
Chatbots.Artificial Intelligence in Education, pp.365-
368
[7] Kerfoot BP, Baker H, Jackson TL, et al. A multi-
institutional randomized controlled trial of adjuvant
Web-based teaching to medical students. Acad Med.
2006;81(3):224‐230. doi:10.1097/00001888-
200603000-00004
[8] Goel, A. K., Polepeddi, L.: Jill watson: a virtual teaching
assistant for online education. Report,GeorgiaInstitute
of Technology (2016)
[9] Clarizia F., Colace F., Lombardi M., Pascale F.,
Santaniello D. (2018) Chatbot: An Education Support
System for Student
[10] Nanaware, Rasika. “Chatbot for Education System.”,
Corpus ID: 58318311, (2018).
[11] Bii P. K, J. K. Too, C. W. Mukwa, Teacher Attitude
towards Use ofChatbots in RoutineTeaching,Universal
Journal of Educational Research 6(7):1586-1597,2018
http://www.hrpub.org DOI:
10.13189/ujer.2018.060719
[12] Nicole M. Radziwill, Morgan C. Benton, Evaluating
Quality of Chatbots and Intelligent Conversational
Agents, 2017
[13] Reeves, B. & Nass,C. (1996). The Media Equation: how
people treat computers, television and new media like
real people and places. CLSI Publications
[14] Heller, Bob & Procter, Mike & Mah, Dean & Jewell, Lisa
& Cheung, Billy. (2005). Freudbot: An Investigation of
Chatbot Technology in Distance Education.
[15] Pham, Xuan & Pham, Thao &Nguyen, Quynh &Nguyen,
Thanh & Cao, Thi. (2018). Chatbot as an Intelligent
Personal Assistant for Mobile Language Learning.
ICEEL 2018: Proceedings of the 2018 2ndInternational
Conference on Education and E-Learning. 16-21.
10.1145/3291078.3291115.
[16] James Walker, Duolingo's chatbots can teach you how
to speak new languages, 2016
[17] https://www.chatcompose.com/chatbot-learning.html
[18] https://elearningindustry.com/chatbots-in-education-
applications-chatbot-technologies

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Critical Literature Review on Chatbots in Education

  • 1. International Journal of Trend in Scientific Research and Development (IJTSRD) Volume 4 Issue 6, September-October 2020 Available Online: www.ijtsrd.com e-ISSN: 2456 – 6470 @ IJTSRD | Unique Paper ID – IJTSRD31845 | Volume – 4 | Issue – 6 | September-October 2020 Page 786 Critical Literature Review on Chatbots in Education Hephzibah Thomas Master of Engineering, Department of Electronics and Communication, KCG College of Technology, Chennai, Tamil Nadu, India ABSTRACT Chabot, a virtual teaching aid diminishing the monotonousdutiesofeducators, is being researched and exploited in the sector of education. It has been configured in such a manner that customized learning atmosphere is generated and doubts raised by learners are cognitively responded to. This is achieved through vigorous analysis of response and the learning techniques undertaken by students. This paper assesses previous literaturespublishedby researchers on the use of chatbots in the area of learning. KEYWORDS: Chatbot, Education How to cite this paper: Hephzibah Thomas "Critical Literature Review on Chatbots in Education" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456- 6470, Volume-4 | Issue-6, October 2020, pp.786-788, URL: www.ijtsrd.com/papers/ijtsrd31845.pdf Copyright © 2020 by author(s) and International Journal of TrendinScientific Research and Development Journal. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0) (http://creativecommons.org/licenses/by/4.0) I. INTRODUCTION Chatbots are thinking processors and mentors used to impart knowledge to either a novice or a professional based on analysing the learning patterns and comprehension and adapt to their pace through a series of messages. The technology used in such implements is Artificial Intelligence in which computers are replicated as how humans learn, reason and communicate. These interactive agents are embodied with tons of data including templates and patterns. ALICE (Artificial Linguistic Internet Chat Entity) is an example. Individual feedbacks assist to self rectify incase of corrections. Individualattentiontostudents has offered improved results. Educators can collect student data through forms and can store the information. For instance; SnatchBot is an educational Chabot that does not require coding andworksaccording to the creator’spurpose [1]. Chatbots are considered to democratize the study procedure irrespective of the language and geography of students [17]. II. LITERATURE REVIEW Considering the advantages, the review of a handful of research done by scholars in the use ofChabot for tutoringis summarised below. A. Customised learning: Personalised attention to students advances their results as the tutors get to knowledge of the domain where the learners are fragile in. The availability of personal educators to individual students of different capacities can conceive larger number of professionals.Students canacquiredeeper knowledge of their interests. Technology MediatedLearning (TML) is defined as “an environment in which the learner’s interactionswith learningmaterials (readings,assignments, exercises, etc.), peers, and/or instructors are mediated through advanced information technologies” [2]. Chatbot mediated learning is also considered as a branch of TML where the study is personalised and students can dynamically use these bots for their learning. The Differ chatbot used in BI Norwegian Business School brings together students of similar situations so that they won’t feel judged on the queries they put forth and reminders are set for their continued involvement [1]. The chatbots assess the discernment of the students and provides the subsequent lecture. For instance, the Summit Learning Project uses chatbots to identify the weak areas of students and adapt to their leaning style and help them manage the modules [18]. The chatbots further conducts quizzes and submits the results to the tutors, who provide immediate feedback to the students. This is accomplished through digital forums. Botsify epitomizes the same behaviour [3]. The Intelligent Tutoring System (ITS) along with IM Bots termed as Open Learner Modelling has been utilized in the Wizard-Of-Oz Paradigm where a real person acts as the virtual tutor and studies the learners [5]. The real time experiment was conducted using 30 students from the University of Birmingham. Anne G. Neering is another automated conversational agent that was produced by a set of engineering students that IJTSRD31845
  • 2. International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD31845 | Volume – 4 | Issue – 6 | September-October 2020 Page 787 dispenses the course content and ideas and instils fun along with learning [4]. B. Spaced Interval Learning: Spaced Interval learning helps students polish up what they have studied until then. The students can recall what they have memorized. Super Memo isanapplicationthatreminds students when they are about to forget. It uses an algorithm to monitor the frequency mode in which the learning happens and repeats subjects already covered [1]. C. Assessment of composition skills: Currently, educators tend to assess the students through Multiple-choice questionnaires easing their tasks. A student can be assessed better based on their writing and composition skills which can be acquired through essay writing. This has been explored through an automated evaluating system where the researchers have executed unsupervised machine learning on performing robotic assessment and have also done an analysis on the performance of the robot which was analysed using an amalgam of combination of term frequency inverse- document function (tfidf)with cosine Euclideandistance[6]. A real time study was conducted on a set of medical students, where the web tutoring program increased their test scores and cognitive efficacyto three fold the size which wasmeasured inCohen’s D effect size (95%)and confidence interval (CI) [7]. D. Student teacher interaction: An effectiveway to enhance interaction amongmentors and learners in Massive Open Online Courses (MOOC) is the use of the virtual tutoringassistance, Chatbots.Thoughtherehas been an enormous rise in the number of courses provided online, there has been low student maintenance. This has been mainly due of exchange of communication betweenthe mentor and the student. To illustrate, a studywasconducted by employing a teaching assistant (TA) named by JillWatson (JW) for the Georgia Tech OMSCS 7637 study on Knowledge Based Artificial Intelligence (KBAI) [8]. The JW was experimented from 2016 and different versions of the TA, developed using IBM BlueMix Toolsuite and Semantic Information processing technology, were used as discussion forums where it provided knowledge andcollectedfeedback from students. The main challenge they faced asa resultwas lack of mentors for the expanding community of students that was joining. A real-time investigation was conducted at University of Salerno for a set ofComputer Science students where Latent Dirichlet Allocation (LDA) algorithm was used in the operation of managing queries [9]. This produced a satisfactory outcome. Analysis of existingchatbots suchasFacebook Chat,Natasha from Hikeand Wechatwas done by Rasika andan attemptto develop a better performing system was experimentedusing recurrent neural network (RNN), pattern matching, Natural Language Processing (NLP), and data mining algorithms [10]. E. Easing tasks of tutors: It is a false assumption for teachers who think the chatbots may take up their job and they will be laid off. It only simplifies tasks for them by helping students with frequent queries and assessing them personally. Teachers can equip themselves with the latest research during the supplementary time they get. Ashok Goel, is one among the initial educators who used this method and developed his own chatbot and named it Jill Watson [8]. Jill attempted to answer the students through an online forum dispensing all available information including technical doubts. A study was done to find the viewpoint of teachers to the usage of the talkbots in their syllabus and it was found that an attitude rating score (mean) of 3572 was obtained which proved they were optimistic to this technology [11]. They also suggested improvements where chatbots should incorporate an option to search similar to web search. F. Integration of chatbots to classrooms: Apart from standalone chatbots, there has been an increase in the integration of these chatbots in social platforms such as Facebook, Google classroom and so on. Based on the category, languageand development platform chatbotsused for education in Facebook has been studied in and the efficacy has been evaluated. Quality allocationwastabulated using Analytic Hierarchy Process (AHP) [12]. G. Appealing methods of online education: How effective can chatbots be in education, also relies on its attractive design. Reeves, B. & Nass, C. (1996) [13] exemplified in their investigation that most of the humans consider social platformssuchas televisions,computersand internet as their fellow beings and treat them with more respect. This finding led few researchers to think with ingenuity to impart knowledge as a dignitary or an influential person from the past. To elaborate, in the research conducted in 2014, a talkbot labelled Freudbotwas built using non-proprietary software called AIML (Artificial Intelligence Markup Language) and ELIZA kind of control features [14]. The highlighting feature of Freudbot was that it communed with the learners asa famous personalityfrom history. Though it provided neutral results, it was assumed to be more promising for the future online education. H. Competent in language: There are applications that help users to learn different languages. Its fusion along with chatbots is still being experimented. A study exclusively for English learners was done, where the chatbot designed was integrated to an existing EnglishPractice applicationavailable [15]. Quizzes, Grammar test, spoken language tests,vocabularyassessment et cetera are available for the users to practice their linguistic skills. The application also reminds the users if they remain inactive for a period of time. An investigation was done by Jia and Chen on how to inspire learners in the sector of English language. The study was conducted over a period of 6 months andwas integratedinto an English high school classroom. The analysis found that students felt more self-assured, and could enhance their learning potential. Duolingo is an application that uses bots to learn languages [16]. III. CONCLUSION To summarize, there has been a lot of investigations on the use of the artificial conversational entity over ages and the research still continues for enhanced results andswitchover to a digital era. While there are limitations to its usage that
  • 3. International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD31845 | Volume – 4 | Issue – 6 | September-October 2020 Page 788 includes lack of funds and qualified teachers, this paper reviews previous literatures where chatbots benefitted the students and teachers simultaneously which outweighs the limitations and promises a better education. REFERENCES [1] Garcia Brustenga, G., Fuertes-Alpiste, M., Molas- Castells, N.(2018). Briefing paper: chatbots in education. Barcelona: eLearn Center. Universitat Obertade Catalunya. [2] Alavi, M., & Leidner, D. E. 2001. Review: Knowledge Management and Knowledge Management Systems: Conceptual Foundations and Research Issues. MIS quarterly, 25(1): 107. [3] Sjöström, Jonas & Aghaee, Nam & Dahlin, Maritha & Ågerfalk, Pär. (2018). Designing Chatbots for Higher Education Practice. [4] Crown, S., Fuentes, A., Jones, R., Nambiar, R., & Crown, D. (2010). Ann G. Neering: Interactive chatbot to motivate and engage engineering students. American Society for Engineering Education, 15 (1), 1-13. [5] Kerly, A., Hall, P. & Bull, S. (2006). Bringing Chatbots into Education: TowardsNaturalLanguageNegotiation of Open Learner Models, in R. Ellis, T. Allen & A. Tuson (eds), Applications and Innovations in Intelligent Systems XIV – Proceedings of AI-2006, 26th SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence, Springer. [6] Ndukwe, Ifeanyi & Daniel, Ben & Chukwudi, Amadi. (2019). A Machine Learning Grading System Using Chatbots.Artificial Intelligence in Education, pp.365- 368 [7] Kerfoot BP, Baker H, Jackson TL, et al. A multi- institutional randomized controlled trial of adjuvant Web-based teaching to medical students. Acad Med. 2006;81(3):224‐230. doi:10.1097/00001888- 200603000-00004 [8] Goel, A. K., Polepeddi, L.: Jill watson: a virtual teaching assistant for online education. Report,GeorgiaInstitute of Technology (2016) [9] Clarizia F., Colace F., Lombardi M., Pascale F., Santaniello D. (2018) Chatbot: An Education Support System for Student [10] Nanaware, Rasika. “Chatbot for Education System.”, Corpus ID: 58318311, (2018). [11] Bii P. K, J. K. Too, C. W. Mukwa, Teacher Attitude towards Use ofChatbots in RoutineTeaching,Universal Journal of Educational Research 6(7):1586-1597,2018 http://www.hrpub.org DOI: 10.13189/ujer.2018.060719 [12] Nicole M. Radziwill, Morgan C. Benton, Evaluating Quality of Chatbots and Intelligent Conversational Agents, 2017 [13] Reeves, B. & Nass,C. (1996). The Media Equation: how people treat computers, television and new media like real people and places. CLSI Publications [14] Heller, Bob & Procter, Mike & Mah, Dean & Jewell, Lisa & Cheung, Billy. (2005). Freudbot: An Investigation of Chatbot Technology in Distance Education. [15] Pham, Xuan & Pham, Thao &Nguyen, Quynh &Nguyen, Thanh & Cao, Thi. (2018). Chatbot as an Intelligent Personal Assistant for Mobile Language Learning. ICEEL 2018: Proceedings of the 2018 2ndInternational Conference on Education and E-Learning. 16-21. 10.1145/3291078.3291115. [16] James Walker, Duolingo's chatbots can teach you how to speak new languages, 2016 [17] https://www.chatcompose.com/chatbot-learning.html [18] https://elearningindustry.com/chatbots-in-education- applications-chatbot-technologies