Akademik yazımda yeterlilik geliştirmek, yükseköğretimin önemli bir bileşenidir. Farklı alanlardaki öğrencilerin, bilimsel araştırma yaklaşımlarında kendilerine yardımcı olmak için tümevarımsal akıl yürütme ve destek hizmetlerine güçlü bir ihtiyaç duydukları açıktır. Lisans öğrencilerinin sayısı artmaya ve geçmişleri daha çeşitli hale gelmeye devam ettikçe, öğrenciler akademik yazımları sırasında daha az kişiselleştirilmiş rehberlik ve denetim almaktadır. Temel görevleri araştırma ve akademik yazım olan akademisyenler ve lisansüstü öğrenciler için, Chat Generative Pre-Trained Transformer (ChatGPT), Bing Chat ve Google's Bard ve Deepseek gibi kullanıcı dostu arayüzlerle birlikte Büyük Dil Modellerinin (LLM) yükselişi, içerik üretme açısından paha biçilmez bir fırsat olduğu kadar büyük bir zorluğu da temsil etmektedir. Bu teknolojiler ve uygulamaları, bilgi sistemlerinin geliştirilmesi, yönetimi ve kullanımıyla ilgili çeşitli sektörlerde şimdiden önemli bir etki yaratmaktadır. Bu literatür taraması ile, özellikle akademik yazma üzerindeki sonuçlara odaklanarak gelişmekte olan durum incelenecektir. Bu değişen durumu analiz ederek araştırmacılar, uygulayıcılar ve akademideki diğer paydaşlar üzerindeki etkisinin aydınlatılması amaçlanmaktadır. Amacımız, akademik yazma uygulamalarına ilişkin olarak halen gelişmekte olan, büyüleyici ve hızla büyüyen bu alanda içgörü sağlamak ve bilimsel araştırmayı ilerletmektir.
Bu makale, 15. Uluslararası ODTÜ ELT Kongresi'nde sözlü olarak sunulan “Echoes of Innovation: Charting the Landscape of Conversational Artificial Intelligence in Academic Writing” başlıklı yayınlanmamış konferans sunumunun revize edilmiş ve geliştirilmiş versiyonudur.
Destekleyen Kurum
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Teşekkür
Yok
Kaynakça
Adiwardana, Daniel et al. “Towards a Human-like Open-Domain Chatbot.” arXiv, (2020). arXiv, arXiv.org. Accessed July 25, 2024. https://doi.org/10.48550/arXiv.2001.09977
Almelhes, Sultan A. “A Review of Artificial Intelligence Adoption in Second-Language Learning.” Theory and Practice in Language Studies, 13(5), (2023), 1259-1269.
https://doi.org/10.17507/tpls.1305.21
Altmäe, Signe et al., “Artificial Intelligence in Scientific Writing: A Friend or a Foe?” Reproductive BioMedicine Online 47/1 (2023), 3–9. https://doi.org/10.1016/j.rbmo.2023.04.009
Atlas, Stephen. ChatGPT for Higher Education and Professional Development: A Guide to Conversational AI. University of Rhode Island: Kingston, RI, USA, 2023.
Bailey, Diane E.-Barley, Stephen R. “Beyond Design and Use: How Scholars Should Study Intelligent Technologies.” Information and Organization 30/2 (2020), 100-286. https://doi.org/10.1016/j.infoandorg.2019.100286
Banihashem, Seyyed Kazem et al. “Feedback Sources in Essay Writing: Peer-Generated or AI-Generated Feedback?” International Journal of Educational Technology in Higher Education 21/1 (2024), 23.
https://doi.org/10.1186/s41239-024-00455-4
Baskara, FX Risang-Mukarto, FX. “Exploring the Implications of ChatGPT for Language Learning in Higher Education.” Indonesian Journal of English Language Teaching and Applied Linguistics 7/2 (2023), 343-358.
http://dx.doi.org/10.210 93/ijeltal.v7i2.1387
Bhatt, Chandradeep et al., “Artificial Intelligence in Current Education: Roles, Applications & Challenges.” 2023 3rd International Conference on Pervasive Computing and Social Networking (ICPCSN) (2023), 241–244. https://doi.org/10.1109/ICPCSN58827.2023.00045
Bibi, Zamza - Atta, Aqsa. “The role of ChatGPT as AI English writing assistant: A study of student’s perceptions, experiences, and satisfaction” Annals of Human and Social Sciences 5/1 (2024), 433-443.
https://doi.org/10.35484/ahss.2024(5-I)39.
Birjali, Marouane et al., “A Comprehensive Survey on Sentiment Analysis: Approaches, Challenges and Trends.” Knowledge-Based Systems 226 (2021), 107-134. https://doi.org/10.1016/j.knosys.2021.107134
Brinkman, Robert et al., `An AI Writing Instructor for Introductory Writing Courses`, Proceedings of the Sixth International Conference on Learning Analytics & Knowledge (ACM, 2020), 303-312.
Brunn, Stann - Kehrein, Roland. Handbook of the changing world language map. Cham, Switzerland: Springer, 2020.
Buckingham Shum, S., et al. Critical perspectives on writing analytics. In Proceedings of the sixth international conference on learning analytics & knowledge.: ain Volume. 481-483. New York NY United States:
Association for Computing Machinery, 2016.
Buttar, Ahmad Mateen et al., “Conversational AI: Security Features, Applications, and Future Scope at Cloud Platform.” Conversational Artificial Intelligence, ed. Romil Rawat et al. 31–58. Wiley, 2024.
https://doi.org/10.1002/9781394200801.ch3
Carola Strobl et al. 'Digital Support for Academic Writing: A Review of Technologies and Pedagogies,' Computers & Education, 131 (2019), 33–48,
https://doi.org/10.1016/j.compedu.2018.12.005.
Chaskopoulos, Dimitrios et al. “Implementing a Chatbot Solution for Learning Management System.” arXiv, 2022. arXiv, DOI.org (Datacite). Accessed July 25, 2024. https://doi.org/10.48550/ARXIV.2206.13187
Chavez, Jason V. et al., 'Discourse Analysis on the Ethical Dilemmas on the Use of AI in Academic Settings from ICT, Science, and Language Instructors.' Forum for Linguistic Studies, 6/5, 346-363, 2024. https://doi.org/10.30564/fls.v6i5.6765
Chen, Xieling et al., “A Multi-Perspective Study on Artificial Intelligence in Education: Grants, Conferences, Journals, Software Tools, Institutions, and Researchers.” Computers and Education: Artificial Intelligence 1 (2020), 100-005. https://doi.org/10.1016/j.caeai.2020.100005
Chiu, Thomas K.F. - Chai, Ching-sing. “Sustainable Curriculum Planning for Artificial Intelligence Education: A Self-Determination Theory Perspective.” Sustainability 12/14 (2020), 5568. ttps://doi.org/10.3390/su12145568
Coniam, David. “The Linguistic Accuracy of Chatbots: Usability from an ESL Perspective.” Text & Talk 34/5 (2014). https://doi.org/10.1515/text-2014-0018
Copeland, Brian Jack. Artificial Intelligence. Encyclopedia Britannica. Inc.: Chicago, IL, USA, 2020.
Costa, King et al., 'Challenges, Benefits and Recommendations for Using Generative Artificial Intelligence in Academic Writing – A Case of ChatGPT.' Medicon Engineering Themes, October 2024.
https://doi.org/10.55162/MCET.07.236.
Dale, Robert - Viethen, Jette. “The Automated Writing Assistance Landscape in 2021.” Natural Language Engineering 27/4 (July 2021), 511–518. https://doi.org/10.1017/S1351324921000164
Dale, Robert. “GPT-3: What’s It Good for?” Natural Language Engineering 27/1 (2021), 113–118. https://doi.org/10.1017/S1351324920000601
Dergaa, Ismail et al. “From Human Writing to Artificial Intelligence Generated Text: Examining the Prospects and Potential Threats of ChatGPT in Academic Writing.” Biology of Sport 40/2 (2023), 615–622. https://doi.org/10.5114/biolsport.2023.125623
Deshpande, Sushama - Shesh, Amit. “Blended Learning and Analysis of Factors Affecting the Use of ICT in Education.” Next Generation Information Processing System. ed. Prachi Deshpande et al. 1162/311–324.
Advances in Intelligent Systems and Computing. Singapore: Springer Singapore, 2021. https://doi.org/10.1007/978-981-15-4851-2_33
Diana, Yanti. “Students’s Grammar Master of Simple Present Tense By Using Egra Exposure, Generalization, Reinforcement, And Application Method At Senior High School Muhammadiyah Jayapura.” Indonesian
Journal of Education (INJOE) 3/1 (2023), 114–121. https://www.injoe.org/index.php/INJOE/article/view/52
Dida, Hatim Abdelhak et al. “ChatGPT and Big Data: Enhancing Text-to-Speech Conversion.” Mesopotamian Journal of Big Data, 31–35.
https://doi.org/10.58496/MJBD/2023/005
Dimari, et al., 'AI-Based Automated Grading Systems for Open Book Examination System: Implications for Assessment in Higher Education.' 2024 International Conference on Knowledge Engineering and Communication Systems (ICKECS), Chikkaballapur, India, 2024, 1-7. https://doi.org/10.1109/ICKECS61492.2024.10616490.
Dishon, Gideon-Gilead, Tal. “Adaptability And Its Discontents: 21st-Century Skills and The Preparation for An Unpredictable Future.” British Journal of Educational Studies 69/4 (2021), 393–413. https://doi.org/10.1080/00071005.2020.1829545
Donlon, Enda - Tiernan, Peter. “Chatbots and Citations: An Experiment in Academic Writing with Generative AI.” Irish Journal of Technology Enhanced Learning 7/2 (2023), 75–87. https://doi.org/10.22554/ijtel.v7i2.125
Dowling, Michael - Lucey, Brian 'ChatGPT for (Finance) Research: The Bananarama Conjecture.' Finance Research Letters, 103662, 2023. https://doi.org/10.1016/j.frl.2023.103662.
DuBose, Joy - Marshall, Derek. “AI in Academic Writing: Tool or Invader.” Public Services Quarterly 19/2 (2023), 125–130. https://doi.org/10.1080/15228959.2023.2185338
Ekellem, Elizabeth Ango Fomuso. “Conversational AI in Academia: A Practical Exploration with ChatGPT.” 2023 7th International Symposium on Multidisciplinary Studies and Innovative Technologies (ISMSIT). 1–4. Ankara, Turkiye: IEEE, 2023. https://doi.org/10.1109/ISMSIT58785.2023.10304845
Escalante, Juan et al. “AI-Generated Feedback on Writing: Insights into Efficacy and ENL Student Preference.” International Journal of Educational Technology in Higher Education 20/1 (2023), 57. https://doi.org/10.1186/s41239-023-00425-2
Faisal, Eman. “Unlock the Potential for Saudi Arabian Higher Education: A Systematic Review of the Benefits of ChatGPT.” Frontiers in Education 9 (2024), 1325601. https://doi.org/10.3389/feduc.2024.1325601
Ferrara, Emilio. 'Fairness and Bias in Artificial Intelligence: A Brief Survey of Sources, Impacts, and Mitigation Strategies.' Sci, 6/1, 3, 2023. https://doi.org/10.3390/sci6010003.
Fitria, Tira Nur. “Artificial Intelligence (AI) Technology in OpenAI ChatGPT Application: A Review of ChatGPT in Writing English Essay.” ELT Forum: Journal of English Language Teaching 12/1 (2023), 44–58. https://doi.org/10.15294/elt.v12i1.64069
Fütterer, Tim et al. “ChatGPT in Education: Global Reactions to AI Innovations.” Scientific Reports 13/1 (2023), 15310. https://doi.org/10.1038/s41598-023-42227-6
Gabriel, Ann. “Artificial Intelligence in Scholarly Communications: An Elsevier Case Study,” ed. Bonnie Lawlor. Information Services & Use 39/4 (2020), 319–333. https://doi.org/10.3233/ISU-190063
Gardner, John et al. “Artificial Intelligence in Educational Assessment: ‘Breakthrough? Or Buncombe and Ballyhoo?’” Journal of Computer Assisted Learning 37/5 (2021), 1207–1216. https://doi.org/10.1111/jcal.12577
Gupta, Shikha et al. “Academic Writing Challenges and Supports: Perspectives of International Doctoral Students and Their Supervisors.” Frontiers in Education 7 (2022), 891534.
https://doi.org/10.3389/feduc.2022.891534
Holmes, Wayne - Tuomi, Ilkka. “State of the Art and Practice in AI in Education.” European Journal of Education 57/4 (December 2022), 542–570. https://doi.org/10.1111/ejed.12533
Hong, Wilson Cheong Hin. “The Impact of ChatGPT on Foreign Language Teaching and Learning: Opportunities in Education and Research.” Journal of Educational Technology and Innovation 5/1 (2023).
https://doi.org/10.61414/jeti.v5i1.103
Hu, Xin et al. “Opportunities and Challenges of ChatGPT for Design Knowledge Management.” Procedia CIRP 119 (2023), 21–28. https://doi.org/10.1016/j.procir.2023.05.001
Huang, Jingshan - Tan, Ming "The role of ChatGPT in scientific communication: Writing better scientific review articles." American Journal of Cancer Research 13/4 (2023), 11-48.
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10164801/(open in a new window)
Hwang, Gwo-Jen et al. “A Fuzzy Expert System-Based Adaptive Learning Approach to Improving Students’ Learning Performances by Considering Affective and Cognitive Factors.” Computers and Education:
Artificial Intelligence 1 (2020), 100003. https://doi.org/10.1016/j.caeai.2020.100003
Ilieva, Galina et al. “Effects of Generative Chatbots in Higher Education.” Information 14/9 (2023), 492. https://doi.org/10.3390/info14090492
Iwuozor, Kingsley O. et al. “The Effect of ChatGPT on Sugar Industry Research.” Sugar Tech 25/6 (December 2023), 1278–1284. https://doi.org/10.1007/s12355-023-01300-0
Jacob, Sharin et al. “Emergent AI-Assisted Discourse: Case Study of a Second Language Writer Authoring with ChatGPT.” arXiv, 2023. arXiv, DOI.org (Datacite). Accessed July 25, 2024.
https://doi.org/10.48550/ARXIV.2310.10903
Jungherr, Andreas. “Using ChatGPT and Other Large Language Model (LLM) Applications for Academic Paper Assignments." March 24, 2023. SocArXiv. Accessed July 25, 2024. https://doi.org/10.31235/osf.io/d84q6
Khalifa, Mohamed - Albadawy, Mona. “Using Artificial Intelligence in Academic Writing and Research: An Essential Productivity Tool.” Computer Methods and Programs in Biomedicine Update 5 (2024), 100145.
https://doi.org/10.1016/j.cmpbup.2024.100145
Khan, Wahab et al. “Exploring the Frontiers of Deep Learning and Natural Language Processing: A Comprehensive Overview of Key Challenges and Emerging Trends.” Natural Language Processing Journal 4
(2023), 100026. https://doi.org/10.1016/j.nlp.2023.100026
Khanzode, K. C. A. - Sarode, R. D. Advantages and disadvantages of artificial intelligence and machine learning: A literature review. International Journal of Library & Information Science (IJLIS) 9/1 (2020), 30-36.
https://doi.org/10.34218/IJLIS.09.01.20.04
Khedkar, Sujata. “Using AI-powered tools effectively for academic research.” Accessed April 10, 2024. https://www.editage.com/insights/using-ai-powered-tools-effecti
velyforacademicresearch#:~:text=Researchers%20can%20use%20AI%20tools,an%2 0important%20aspec t%20of%20research
Klein, Ewan et al.,. Bias in, Bias Out: Assessing the Presence of Racial and Gender Bias in a Natural Language Processing Platform. Proceedings of the 2019 Conference on Empirical Methods in Natural Language
Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP), 5799-5804. 2019.
Kulkarni, Pradnya et al. “Conversational AI: An Overview of Methodologies, Applications & Future Scope.” 2019 5th International Conference on Computing, Communication, Control and Automation (ICCUBEA). 1–7.
Pune, India: IEEE, 2019. https://doi.org/10.1109/ICCUBEA47591.2019.9129347
Kundu, S., Barri, R., Pratap, V. R., Arora, R., Das, S., & Landge, T. M. U.S. Patent No. 10,970,490. Washington, DC: U.S. Patent and Trademark Office, 2021.
Labajová, Lucia. 'The State of AI: Exploring the Perceptions, Credibility, and Trustworthiness of the Users Towards AI-Generated Content.' Unpublished master's thesis, Malmö University, 2023.
Levesque, Hector J. Common Sense, the Turing Test, and the Quest for Real AI. MIT Press, 2017.
Liang, Weiyan. “Development Trend and Thinking of Artificial Intelligence in Education.” 2020 International Wireless Communications and Mobile Computing (IWCMC). 886–890. Limassol, Cyprus: IEEE, 2020.
https://doi.org/10.1109/IWCMC48107.2020.9148078
Liebrenz, et al., 'Generating Scholarly Content with ChatGPT: Ethical Challenges for Medical Publishing.' The Lancet Digital Health, 5/3, e105-e106, 2023.
https://doi.org/10.1016/S2589-7500(23)00019-5.
Liewertz, Matthew "Artificial Intelligence in Education" Artificial Intelligence and Machine Learning for Business for Non-Engineers. Eds. Stephan S. Jones & Frank M. Groom. (148- 164). New York: CRC Press, 2019.
Limna, Pongsakorn et al. “The use of ChatGPT in the digital era: Perspectives on chatbot implementation.” Journal of Applied Learning and Teaching, 6/1, 2023, 1-10.
https://doi.org/10.37074/jalt.2023.6.1.32
Liu, Chenchen et al., “Incorporating a Reflective Thinking Promoting Mechanism into Artificial Intelligence-Supported English Writing Environments.” Interactive Learning Environments 31/9 (2023), 5614–5632.
https://doi.org/10.1080/10494820.2021.2012812
Lund, Brady D. et al. “ChatGPT and a New Academic Reality: Artificial Intelligence-written Research Papers and the Ethics of the Large Language Models in Scholarly Publishing.” Journal of the Association for
Information Science and Technology 74/5 (2023), 570–581. https://doi.org/10.1002/asi.24750
Mageira, Kleopatra et al. “Educational AI Chatbots for Content and Language Integrated Learning.” Applied Sciences 12/7 (2022), 3239. https://doi.org/10.3390/app12073239
Májovský, Martin et al. "Artificial intelligence can generate fraudulent but authentic-looking scientific medical articles: Pandora's box has been opened." J Med Internet Res., 25 (2023) e46924.
https://doi.org/10.2196/46924
Malik, Agung Rinaldy et al. “Exploring Artificial Intelligence in Academic Essay: Higher Education Student’s Perspective.” International Journal of Educational Research Open 5 (2023), 100296.
https://doi.org/10.1016/j.ijedro.2023.100296
Marr, Bernard. The key definitions of artificial intelligence (AI) that explain its importance. Accessed 21 April 2024. https://www.forbes.com/sites/bernardmarr/2018/02/14/the-key-definitions-of-artificial-intelligence-ai-that-explain-its-importance/?sh=2495ff254f5d
Matsumura, Lindsay Clare-Wang, Elaine L. -Correnti, Richard& Litman, Diane. 'Designing Automated Writing Evaluation Systems for Ambitious Instruction and Classroom Integration.' Artificial Intelligence in STEM
Education, 195-208. CRC Press, 2022.
Miao, Fengchun - Holmes, Wayne. AI and Education: Guidance for policymakers. Paris, France: UNESCO Publishing, 2021.
Mirzaei, Maryam Sadat et al. “Language Learning through Conversation Envisioning in Virtual Reality: A Sociocultural Approach.” Future-Proof CALL: Language Learning as Exploration and Encounters–Short Papers
from EUROCALL 2018. by Peppi Taalas et al., 207–213. Research-publishing.net, 2018. https://doi.org/10.14705/rpnet.2018.26.838
Moraes Neto, Antonio Justiniano-Fernandes, Marcia Aparecida. “Chatbot and Conversational Analysis to Promote Collaborative Learning in Distance Education.” 2019 IEEE 19th International Conference on
Advanced Learning Technologies (ICALT). 324–326. Maceió, Brazil: IEEE, 2019. https://doi.org/10.1109/ICALT.2019.00102
Negi, Aradhana et al., “Artificial Intelligence Empowered Language Models: A Review.” Advances in Data-Driven Computing and Intelligent Systems. ed. Swagatam Das et al. 891/535–548. Lecture Notes in
Networks and Systems. Singapore: Springer Nature Singapore, 2024. https://doi.org/10.1007/978-981-99-9524-0_40
O’Leary, Daniel E., “An Analysis of Three Chatbots: BlenderBot, ChatGPT and LaMDA.” Intelligent Systems in Accounting, Finance and Management 30/1 (2023), 41–54. https://doi.org/10.1002/isaf.1531
Pennebaker, James W. et al. “When Small Words Foretell Academic Success: The Case of College Admissions Essays.” ed. Qiyong Gong. PLoS ONE 9/12 (2014), e115844. https://doi.org/10.1371/journal.pone.0115844
Rahmat, Anggi Datiatur et al. “Integrating Technology into Science Learning in Junior High School: Perspective of Teachers.” Jurnal Penelitian Pendidikan IPA 9/5 (2023), 2391–2396.
https://doi.org/10.29303/jppipa.v9i5.2922
Rasul, Tareq et al. "The role of ChatGPT in higher education: Benefits, challenges, and future research directions.". Journal of Applied Learning and Teaching 6/1 (2023), 41-56. https://doi.org/10.37074/jalt.2023.6.1.29
Razack, Habeeb Ibrahim Abdul et al. “Artificial Intelligence-Assisted Tools for Redefining the Communication Landscape of the Scholarly World.” Science Editing 8/2 (2021), 134–144. https://doi.org/10.6087/kcse.244
Rebolledo Font De La Vall, Roxana-González Araya, Fabián. “Exploring the Benefits and Challenges of AI-Language Learning Tools.” International Journal of Social Sciences and Humanities Invention 10/01 (2023),
7569–7576. https://doi.org/10.18535/ijsshi/v10i01.02
Salden, Peter - Leschke, Jonas (Eds.). Educational and Legal Perspectives on AI-supported Writing in Higher Education. Paris: Ruhr-Universität Bochum, 2023. https://doi.org/10.13154/294-10284
Sallam, Malik. “ChatGPT Utility in Healthcare Education, Research, and Practice: Systematic Review on the Promising Perspectives and Valid Concerns.” Healthcare 11/6 (2023), 887.
https://doi.org/10.3390/healthcare11060887
Simona, Fer Camelia. "The academic writing: A prerequisite condition in the cultural evolution of the academic society." Globalization and Intercultural Dialogue. Multidisciplinary Perspectives. (ed.). Iulian Boldea
139–146. Tîrgu-Mureş: Arhipelag XXI, 2014 https://ibn.idsi.md/sites/default/files/imag_file/GIDNI-01-Lang_2014. pdf#page=139
Stanley, Todd. Authentic Learning: Real-World Experiences That Build 21st-Century Skills. New York: Routledge, 1st Ed., 2021. https://doi.org/10.4324/9781003233152
Statista. “AI Usage Manufacturing Industry Worldwide 2020.” Accessed July 2024. https://www.statista.com/statistics/1197949/ai-manufacturing-industry-use-case-worldwide/
Strzelecki, Artur. “Is ChatGPT-like Technology Going to Replace Commercial Search Engines?” Library Hi Tech News 41/6 (2024), 18–21. https://doi.org/10.1108/LHTN-02-2024-0026
Sumakul, Dian Toar Y. G. et al., “Artificial Intelligence in EFL Classrooms: Friend or Foe?” LEARN Journal: Language Education and Acquisition Research Network 15/1 (2022), 232–256. https://eric.ed.gov/?id=EJ1336138
Teubner, Timm et al., “Welcome to the Era of ChatGPT et al.: The Prospects of Large Language Models.” Business & Information Systems Engineering 65/2 (2023), 95–101. https://doi.org/10.1007/s12599-023-00795-x
Thoppilan, Romal et al., “LaMDA: Language Models for Dialog Applications.” arXiv, 2022. arXiv, DOI.org (Datacite). Accessed July 25, 2024. https://doi.org/10.48550/ARXIV.2201.08239
Vuong, Quan-Hoang et al. “Are We at the Start of the Artificial Intelligence Era in Academic Publishing?” Science Editing 10/2 (2023), 158–164. https://doi.org/10.6087/kcse.310
Warschauer, Mark - Healey, Deborah. “Computers and Language Learning: An Overview.” Language Teaching 31/2 (1998), 57–71. https://doi.org/10.1017/S0261444800012970
Waycott, Jenny et al., “Digital Divides? Student and Staff Perceptions of Information and Communication Technologies.” Computers & Education 54/4 (2010), 1202–1211. https://doi.org/10.1016/j.compedu.2009.11.006
Xinyi Huang et al. “Trends, Research Issues, and Applications of Artificial Intelligence in Language Education.” Educational Technology & Society 23/1 (2023), 112-131. https://doi.org/10.30191/ETS.202301_26(1).0009
Yeşilel, Deren Başak Akman. “Utilizing Mobile Technology to Improve Writing Skill.” New Directions in Technology for Writing Instruction. ed. Gonca Yangın-Ekşi et al. 30/147–167. English Language Education. Cham:
Springer International Publishing, 2022. https://doi.org/10.1007/978-3-031-13540-8_8
Zhang, Roufei - Zou, Di. 'Types, Features, and Effectiveness of Technologies in Collaborative Writing for Second Language Learning.' Computer Assisted Language Learning, 35(9), 2391–2422, 2022.
https://doi.org/10.1080/09588221.2021.1880441.
Zhou, Molly Y.-Lawless, William F. “An Overview of Artificial Intelligence in Education:” Advances in Information Quality and Management. ed. Mehdi Khosrow-Pour, D. B. A. 2445–2452. IGI Global, 2014.
https://doi.org/10.4018/978-1-4666-5888-2.ch237
A Review on Conversational AI as a Tool in Academic Writing
The development of academic proficiency constitutes a pivotal component of higher education. Students from diverse disciplines consistently demonstrate a marked need for inductive reasoning and support services to assist them in their scientific research approaches. As the number of undergraduates continues to increase and their backgrounds become more diverse, students are receiving less personalized guidance and supervision during their academic writing. For academics and graduate students, whose primary responsibilities encompass research and academic writing, the emergence of large language models (LLMs) in conjunction with user-friendly interfaces such as Chat Generative Pre-Trained Transformer (ChatGPT), Bing Chat, Google's Bard, and Deepseek poses a substantial challenge as well as a priceless opportunity in terms of content generation. These technologies and their implementations are already exerting a significant influence across diverse sectors pertaining to the development, administration, and utilization of information systems. This literature review explores the evolving landscape, with a specific focus on its consequences for academic writing. The aim is to analyse this changing landscape to illuminate its impact on researchers, practitioners, and other stakeholders in academia and to provide insights and advance scholarly inquiry in this still developing, captivating, and rapidly growing domain with respect to academic writing practices.
This article is the revised and developed version of the unpublished conference presentation entitled “Echoes of Innovation: Charting the Landscape of Conversational Artificial Intelligence in Academic Writing” orally delivered at the 15th International METU ELT Convention.
Destekleyen Kurum
None
Proje Numarası
None
Teşekkür
None
Kaynakça
Adiwardana, Daniel et al. “Towards a Human-like Open-Domain Chatbot.” arXiv, (2020). arXiv, arXiv.org. Accessed July 25, 2024. https://doi.org/10.48550/arXiv.2001.09977
Almelhes, Sultan A. “A Review of Artificial Intelligence Adoption in Second-Language Learning.” Theory and Practice in Language Studies, 13(5), (2023), 1259-1269.
https://doi.org/10.17507/tpls.1305.21
Altmäe, Signe et al., “Artificial Intelligence in Scientific Writing: A Friend or a Foe?” Reproductive BioMedicine Online 47/1 (2023), 3–9. https://doi.org/10.1016/j.rbmo.2023.04.009
Atlas, Stephen. ChatGPT for Higher Education and Professional Development: A Guide to Conversational AI. University of Rhode Island: Kingston, RI, USA, 2023.
Bailey, Diane E.-Barley, Stephen R. “Beyond Design and Use: How Scholars Should Study Intelligent Technologies.” Information and Organization 30/2 (2020), 100-286. https://doi.org/10.1016/j.infoandorg.2019.100286
Banihashem, Seyyed Kazem et al. “Feedback Sources in Essay Writing: Peer-Generated or AI-Generated Feedback?” International Journal of Educational Technology in Higher Education 21/1 (2024), 23.
https://doi.org/10.1186/s41239-024-00455-4
Baskara, FX Risang-Mukarto, FX. “Exploring the Implications of ChatGPT for Language Learning in Higher Education.” Indonesian Journal of English Language Teaching and Applied Linguistics 7/2 (2023), 343-358.
http://dx.doi.org/10.210 93/ijeltal.v7i2.1387
Bhatt, Chandradeep et al., “Artificial Intelligence in Current Education: Roles, Applications & Challenges.” 2023 3rd International Conference on Pervasive Computing and Social Networking (ICPCSN) (2023), 241–244. https://doi.org/10.1109/ICPCSN58827.2023.00045
Bibi, Zamza - Atta, Aqsa. “The role of ChatGPT as AI English writing assistant: A study of student’s perceptions, experiences, and satisfaction” Annals of Human and Social Sciences 5/1 (2024), 433-443.
https://doi.org/10.35484/ahss.2024(5-I)39.
Birjali, Marouane et al., “A Comprehensive Survey on Sentiment Analysis: Approaches, Challenges and Trends.” Knowledge-Based Systems 226 (2021), 107-134. https://doi.org/10.1016/j.knosys.2021.107134
Brinkman, Robert et al., `An AI Writing Instructor for Introductory Writing Courses`, Proceedings of the Sixth International Conference on Learning Analytics & Knowledge (ACM, 2020), 303-312.
Brunn, Stann - Kehrein, Roland. Handbook of the changing world language map. Cham, Switzerland: Springer, 2020.
Buckingham Shum, S., et al. Critical perspectives on writing analytics. In Proceedings of the sixth international conference on learning analytics & knowledge.: ain Volume. 481-483. New York NY United States:
Association for Computing Machinery, 2016.
Buttar, Ahmad Mateen et al., “Conversational AI: Security Features, Applications, and Future Scope at Cloud Platform.” Conversational Artificial Intelligence, ed. Romil Rawat et al. 31–58. Wiley, 2024.
https://doi.org/10.1002/9781394200801.ch3
Carola Strobl et al. 'Digital Support for Academic Writing: A Review of Technologies and Pedagogies,' Computers & Education, 131 (2019), 33–48,
https://doi.org/10.1016/j.compedu.2018.12.005.
Chaskopoulos, Dimitrios et al. “Implementing a Chatbot Solution for Learning Management System.” arXiv, 2022. arXiv, DOI.org (Datacite). Accessed July 25, 2024. https://doi.org/10.48550/ARXIV.2206.13187
Chavez, Jason V. et al., 'Discourse Analysis on the Ethical Dilemmas on the Use of AI in Academic Settings from ICT, Science, and Language Instructors.' Forum for Linguistic Studies, 6/5, 346-363, 2024. https://doi.org/10.30564/fls.v6i5.6765
Chen, Xieling et al., “A Multi-Perspective Study on Artificial Intelligence in Education: Grants, Conferences, Journals, Software Tools, Institutions, and Researchers.” Computers and Education: Artificial Intelligence 1 (2020), 100-005. https://doi.org/10.1016/j.caeai.2020.100005
Chiu, Thomas K.F. - Chai, Ching-sing. “Sustainable Curriculum Planning for Artificial Intelligence Education: A Self-Determination Theory Perspective.” Sustainability 12/14 (2020), 5568. ttps://doi.org/10.3390/su12145568
Coniam, David. “The Linguistic Accuracy of Chatbots: Usability from an ESL Perspective.” Text & Talk 34/5 (2014). https://doi.org/10.1515/text-2014-0018
Copeland, Brian Jack. Artificial Intelligence. Encyclopedia Britannica. Inc.: Chicago, IL, USA, 2020.
Costa, King et al., 'Challenges, Benefits and Recommendations for Using Generative Artificial Intelligence in Academic Writing – A Case of ChatGPT.' Medicon Engineering Themes, October 2024.
https://doi.org/10.55162/MCET.07.236.
Dale, Robert - Viethen, Jette. “The Automated Writing Assistance Landscape in 2021.” Natural Language Engineering 27/4 (July 2021), 511–518. https://doi.org/10.1017/S1351324921000164
Dale, Robert. “GPT-3: What’s It Good for?” Natural Language Engineering 27/1 (2021), 113–118. https://doi.org/10.1017/S1351324920000601
Dergaa, Ismail et al. “From Human Writing to Artificial Intelligence Generated Text: Examining the Prospects and Potential Threats of ChatGPT in Academic Writing.” Biology of Sport 40/2 (2023), 615–622. https://doi.org/10.5114/biolsport.2023.125623
Deshpande, Sushama - Shesh, Amit. “Blended Learning and Analysis of Factors Affecting the Use of ICT in Education.” Next Generation Information Processing System. ed. Prachi Deshpande et al. 1162/311–324.
Advances in Intelligent Systems and Computing. Singapore: Springer Singapore, 2021. https://doi.org/10.1007/978-981-15-4851-2_33
Diana, Yanti. “Students’s Grammar Master of Simple Present Tense By Using Egra Exposure, Generalization, Reinforcement, And Application Method At Senior High School Muhammadiyah Jayapura.” Indonesian
Journal of Education (INJOE) 3/1 (2023), 114–121. https://www.injoe.org/index.php/INJOE/article/view/52
Dida, Hatim Abdelhak et al. “ChatGPT and Big Data: Enhancing Text-to-Speech Conversion.” Mesopotamian Journal of Big Data, 31–35.
https://doi.org/10.58496/MJBD/2023/005
Dimari, et al., 'AI-Based Automated Grading Systems for Open Book Examination System: Implications for Assessment in Higher Education.' 2024 International Conference on Knowledge Engineering and Communication Systems (ICKECS), Chikkaballapur, India, 2024, 1-7. https://doi.org/10.1109/ICKECS61492.2024.10616490.
Dishon, Gideon-Gilead, Tal. “Adaptability And Its Discontents: 21st-Century Skills and The Preparation for An Unpredictable Future.” British Journal of Educational Studies 69/4 (2021), 393–413. https://doi.org/10.1080/00071005.2020.1829545
Donlon, Enda - Tiernan, Peter. “Chatbots and Citations: An Experiment in Academic Writing with Generative AI.” Irish Journal of Technology Enhanced Learning 7/2 (2023), 75–87. https://doi.org/10.22554/ijtel.v7i2.125
Dowling, Michael - Lucey, Brian 'ChatGPT for (Finance) Research: The Bananarama Conjecture.' Finance Research Letters, 103662, 2023. https://doi.org/10.1016/j.frl.2023.103662.
DuBose, Joy - Marshall, Derek. “AI in Academic Writing: Tool or Invader.” Public Services Quarterly 19/2 (2023), 125–130. https://doi.org/10.1080/15228959.2023.2185338
Ekellem, Elizabeth Ango Fomuso. “Conversational AI in Academia: A Practical Exploration with ChatGPT.” 2023 7th International Symposium on Multidisciplinary Studies and Innovative Technologies (ISMSIT). 1–4. Ankara, Turkiye: IEEE, 2023. https://doi.org/10.1109/ISMSIT58785.2023.10304845
Escalante, Juan et al. “AI-Generated Feedback on Writing: Insights into Efficacy and ENL Student Preference.” International Journal of Educational Technology in Higher Education 20/1 (2023), 57. https://doi.org/10.1186/s41239-023-00425-2
Faisal, Eman. “Unlock the Potential for Saudi Arabian Higher Education: A Systematic Review of the Benefits of ChatGPT.” Frontiers in Education 9 (2024), 1325601. https://doi.org/10.3389/feduc.2024.1325601
Ferrara, Emilio. 'Fairness and Bias in Artificial Intelligence: A Brief Survey of Sources, Impacts, and Mitigation Strategies.' Sci, 6/1, 3, 2023. https://doi.org/10.3390/sci6010003.
Fitria, Tira Nur. “Artificial Intelligence (AI) Technology in OpenAI ChatGPT Application: A Review of ChatGPT in Writing English Essay.” ELT Forum: Journal of English Language Teaching 12/1 (2023), 44–58. https://doi.org/10.15294/elt.v12i1.64069
Fütterer, Tim et al. “ChatGPT in Education: Global Reactions to AI Innovations.” Scientific Reports 13/1 (2023), 15310. https://doi.org/10.1038/s41598-023-42227-6
Gabriel, Ann. “Artificial Intelligence in Scholarly Communications: An Elsevier Case Study,” ed. Bonnie Lawlor. Information Services & Use 39/4 (2020), 319–333. https://doi.org/10.3233/ISU-190063
Gardner, John et al. “Artificial Intelligence in Educational Assessment: ‘Breakthrough? Or Buncombe and Ballyhoo?’” Journal of Computer Assisted Learning 37/5 (2021), 1207–1216. https://doi.org/10.1111/jcal.12577
Gupta, Shikha et al. “Academic Writing Challenges and Supports: Perspectives of International Doctoral Students and Their Supervisors.” Frontiers in Education 7 (2022), 891534.
https://doi.org/10.3389/feduc.2022.891534
Holmes, Wayne - Tuomi, Ilkka. “State of the Art and Practice in AI in Education.” European Journal of Education 57/4 (December 2022), 542–570. https://doi.org/10.1111/ejed.12533
Hong, Wilson Cheong Hin. “The Impact of ChatGPT on Foreign Language Teaching and Learning: Opportunities in Education and Research.” Journal of Educational Technology and Innovation 5/1 (2023).
https://doi.org/10.61414/jeti.v5i1.103
Hu, Xin et al. “Opportunities and Challenges of ChatGPT for Design Knowledge Management.” Procedia CIRP 119 (2023), 21–28. https://doi.org/10.1016/j.procir.2023.05.001
Huang, Jingshan - Tan, Ming "The role of ChatGPT in scientific communication: Writing better scientific review articles." American Journal of Cancer Research 13/4 (2023), 11-48.
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10164801/(open in a new window)
Hwang, Gwo-Jen et al. “A Fuzzy Expert System-Based Adaptive Learning Approach to Improving Students’ Learning Performances by Considering Affective and Cognitive Factors.” Computers and Education:
Artificial Intelligence 1 (2020), 100003. https://doi.org/10.1016/j.caeai.2020.100003
Ilieva, Galina et al. “Effects of Generative Chatbots in Higher Education.” Information 14/9 (2023), 492. https://doi.org/10.3390/info14090492
Iwuozor, Kingsley O. et al. “The Effect of ChatGPT on Sugar Industry Research.” Sugar Tech 25/6 (December 2023), 1278–1284. https://doi.org/10.1007/s12355-023-01300-0
Jacob, Sharin et al. “Emergent AI-Assisted Discourse: Case Study of a Second Language Writer Authoring with ChatGPT.” arXiv, 2023. arXiv, DOI.org (Datacite). Accessed July 25, 2024.
https://doi.org/10.48550/ARXIV.2310.10903
Jungherr, Andreas. “Using ChatGPT and Other Large Language Model (LLM) Applications for Academic Paper Assignments." March 24, 2023. SocArXiv. Accessed July 25, 2024. https://doi.org/10.31235/osf.io/d84q6
Khalifa, Mohamed - Albadawy, Mona. “Using Artificial Intelligence in Academic Writing and Research: An Essential Productivity Tool.” Computer Methods and Programs in Biomedicine Update 5 (2024), 100145.
https://doi.org/10.1016/j.cmpbup.2024.100145
Khan, Wahab et al. “Exploring the Frontiers of Deep Learning and Natural Language Processing: A Comprehensive Overview of Key Challenges and Emerging Trends.” Natural Language Processing Journal 4
(2023), 100026. https://doi.org/10.1016/j.nlp.2023.100026
Khanzode, K. C. A. - Sarode, R. D. Advantages and disadvantages of artificial intelligence and machine learning: A literature review. International Journal of Library & Information Science (IJLIS) 9/1 (2020), 30-36.
https://doi.org/10.34218/IJLIS.09.01.20.04
Khedkar, Sujata. “Using AI-powered tools effectively for academic research.” Accessed April 10, 2024. https://www.editage.com/insights/using-ai-powered-tools-effecti
velyforacademicresearch#:~:text=Researchers%20can%20use%20AI%20tools,an%2 0important%20aspec t%20of%20research
Klein, Ewan et al.,. Bias in, Bias Out: Assessing the Presence of Racial and Gender Bias in a Natural Language Processing Platform. Proceedings of the 2019 Conference on Empirical Methods in Natural Language
Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP), 5799-5804. 2019.
Kulkarni, Pradnya et al. “Conversational AI: An Overview of Methodologies, Applications & Future Scope.” 2019 5th International Conference on Computing, Communication, Control and Automation (ICCUBEA). 1–7.
Pune, India: IEEE, 2019. https://doi.org/10.1109/ICCUBEA47591.2019.9129347
Kundu, S., Barri, R., Pratap, V. R., Arora, R., Das, S., & Landge, T. M. U.S. Patent No. 10,970,490. Washington, DC: U.S. Patent and Trademark Office, 2021.
Labajová, Lucia. 'The State of AI: Exploring the Perceptions, Credibility, and Trustworthiness of the Users Towards AI-Generated Content.' Unpublished master's thesis, Malmö University, 2023.
Levesque, Hector J. Common Sense, the Turing Test, and the Quest for Real AI. MIT Press, 2017.
Liang, Weiyan. “Development Trend and Thinking of Artificial Intelligence in Education.” 2020 International Wireless Communications and Mobile Computing (IWCMC). 886–890. Limassol, Cyprus: IEEE, 2020.
https://doi.org/10.1109/IWCMC48107.2020.9148078
Liebrenz, et al., 'Generating Scholarly Content with ChatGPT: Ethical Challenges for Medical Publishing.' The Lancet Digital Health, 5/3, e105-e106, 2023.
https://doi.org/10.1016/S2589-7500(23)00019-5.
Liewertz, Matthew "Artificial Intelligence in Education" Artificial Intelligence and Machine Learning for Business for Non-Engineers. Eds. Stephan S. Jones & Frank M. Groom. (148- 164). New York: CRC Press, 2019.
Limna, Pongsakorn et al. “The use of ChatGPT in the digital era: Perspectives on chatbot implementation.” Journal of Applied Learning and Teaching, 6/1, 2023, 1-10.
https://doi.org/10.37074/jalt.2023.6.1.32
Liu, Chenchen et al., “Incorporating a Reflective Thinking Promoting Mechanism into Artificial Intelligence-Supported English Writing Environments.” Interactive Learning Environments 31/9 (2023), 5614–5632.
https://doi.org/10.1080/10494820.2021.2012812
Lund, Brady D. et al. “ChatGPT and a New Academic Reality: Artificial Intelligence-written Research Papers and the Ethics of the Large Language Models in Scholarly Publishing.” Journal of the Association for
Information Science and Technology 74/5 (2023), 570–581. https://doi.org/10.1002/asi.24750
Mageira, Kleopatra et al. “Educational AI Chatbots for Content and Language Integrated Learning.” Applied Sciences 12/7 (2022), 3239. https://doi.org/10.3390/app12073239
Májovský, Martin et al. "Artificial intelligence can generate fraudulent but authentic-looking scientific medical articles: Pandora's box has been opened." J Med Internet Res., 25 (2023) e46924.
https://doi.org/10.2196/46924
Malik, Agung Rinaldy et al. “Exploring Artificial Intelligence in Academic Essay: Higher Education Student’s Perspective.” International Journal of Educational Research Open 5 (2023), 100296.
https://doi.org/10.1016/j.ijedro.2023.100296
Marr, Bernard. The key definitions of artificial intelligence (AI) that explain its importance. Accessed 21 April 2024. https://www.forbes.com/sites/bernardmarr/2018/02/14/the-key-definitions-of-artificial-intelligence-ai-that-explain-its-importance/?sh=2495ff254f5d
Matsumura, Lindsay Clare-Wang, Elaine L. -Correnti, Richard& Litman, Diane. 'Designing Automated Writing Evaluation Systems for Ambitious Instruction and Classroom Integration.' Artificial Intelligence in STEM
Education, 195-208. CRC Press, 2022.
Miao, Fengchun - Holmes, Wayne. AI and Education: Guidance for policymakers. Paris, France: UNESCO Publishing, 2021.
Mirzaei, Maryam Sadat et al. “Language Learning through Conversation Envisioning in Virtual Reality: A Sociocultural Approach.” Future-Proof CALL: Language Learning as Exploration and Encounters–Short Papers
from EUROCALL 2018. by Peppi Taalas et al., 207–213. Research-publishing.net, 2018. https://doi.org/10.14705/rpnet.2018.26.838
Moraes Neto, Antonio Justiniano-Fernandes, Marcia Aparecida. “Chatbot and Conversational Analysis to Promote Collaborative Learning in Distance Education.” 2019 IEEE 19th International Conference on
Advanced Learning Technologies (ICALT). 324–326. Maceió, Brazil: IEEE, 2019. https://doi.org/10.1109/ICALT.2019.00102
Negi, Aradhana et al., “Artificial Intelligence Empowered Language Models: A Review.” Advances in Data-Driven Computing and Intelligent Systems. ed. Swagatam Das et al. 891/535–548. Lecture Notes in
Networks and Systems. Singapore: Springer Nature Singapore, 2024. https://doi.org/10.1007/978-981-99-9524-0_40
O’Leary, Daniel E., “An Analysis of Three Chatbots: BlenderBot, ChatGPT and LaMDA.” Intelligent Systems in Accounting, Finance and Management 30/1 (2023), 41–54. https://doi.org/10.1002/isaf.1531
Pennebaker, James W. et al. “When Small Words Foretell Academic Success: The Case of College Admissions Essays.” ed. Qiyong Gong. PLoS ONE 9/12 (2014), e115844. https://doi.org/10.1371/journal.pone.0115844
Rahmat, Anggi Datiatur et al. “Integrating Technology into Science Learning in Junior High School: Perspective of Teachers.” Jurnal Penelitian Pendidikan IPA 9/5 (2023), 2391–2396.
https://doi.org/10.29303/jppipa.v9i5.2922
Rasul, Tareq et al. "The role of ChatGPT in higher education: Benefits, challenges, and future research directions.". Journal of Applied Learning and Teaching 6/1 (2023), 41-56. https://doi.org/10.37074/jalt.2023.6.1.29
Razack, Habeeb Ibrahim Abdul et al. “Artificial Intelligence-Assisted Tools for Redefining the Communication Landscape of the Scholarly World.” Science Editing 8/2 (2021), 134–144. https://doi.org/10.6087/kcse.244
Rebolledo Font De La Vall, Roxana-González Araya, Fabián. “Exploring the Benefits and Challenges of AI-Language Learning Tools.” International Journal of Social Sciences and Humanities Invention 10/01 (2023),
7569–7576. https://doi.org/10.18535/ijsshi/v10i01.02
Salden, Peter - Leschke, Jonas (Eds.). Educational and Legal Perspectives on AI-supported Writing in Higher Education. Paris: Ruhr-Universität Bochum, 2023. https://doi.org/10.13154/294-10284
Sallam, Malik. “ChatGPT Utility in Healthcare Education, Research, and Practice: Systematic Review on the Promising Perspectives and Valid Concerns.” Healthcare 11/6 (2023), 887.
https://doi.org/10.3390/healthcare11060887
Simona, Fer Camelia. "The academic writing: A prerequisite condition in the cultural evolution of the academic society." Globalization and Intercultural Dialogue. Multidisciplinary Perspectives. (ed.). Iulian Boldea
139–146. Tîrgu-Mureş: Arhipelag XXI, 2014 https://ibn.idsi.md/sites/default/files/imag_file/GIDNI-01-Lang_2014. pdf#page=139
Stanley, Todd. Authentic Learning: Real-World Experiences That Build 21st-Century Skills. New York: Routledge, 1st Ed., 2021. https://doi.org/10.4324/9781003233152
Statista. “AI Usage Manufacturing Industry Worldwide 2020.” Accessed July 2024. https://www.statista.com/statistics/1197949/ai-manufacturing-industry-use-case-worldwide/
Strzelecki, Artur. “Is ChatGPT-like Technology Going to Replace Commercial Search Engines?” Library Hi Tech News 41/6 (2024), 18–21. https://doi.org/10.1108/LHTN-02-2024-0026
Sumakul, Dian Toar Y. G. et al., “Artificial Intelligence in EFL Classrooms: Friend or Foe?” LEARN Journal: Language Education and Acquisition Research Network 15/1 (2022), 232–256. https://eric.ed.gov/?id=EJ1336138
Teubner, Timm et al., “Welcome to the Era of ChatGPT et al.: The Prospects of Large Language Models.” Business & Information Systems Engineering 65/2 (2023), 95–101. https://doi.org/10.1007/s12599-023-00795-x
Thoppilan, Romal et al., “LaMDA: Language Models for Dialog Applications.” arXiv, 2022. arXiv, DOI.org (Datacite). Accessed July 25, 2024. https://doi.org/10.48550/ARXIV.2201.08239
Vuong, Quan-Hoang et al. “Are We at the Start of the Artificial Intelligence Era in Academic Publishing?” Science Editing 10/2 (2023), 158–164. https://doi.org/10.6087/kcse.310
Warschauer, Mark - Healey, Deborah. “Computers and Language Learning: An Overview.” Language Teaching 31/2 (1998), 57–71. https://doi.org/10.1017/S0261444800012970
Waycott, Jenny et al., “Digital Divides? Student and Staff Perceptions of Information and Communication Technologies.” Computers & Education 54/4 (2010), 1202–1211. https://doi.org/10.1016/j.compedu.2009.11.006
Xinyi Huang et al. “Trends, Research Issues, and Applications of Artificial Intelligence in Language Education.” Educational Technology & Society 23/1 (2023), 112-131. https://doi.org/10.30191/ETS.202301_26(1).0009
Yeşilel, Deren Başak Akman. “Utilizing Mobile Technology to Improve Writing Skill.” New Directions in Technology for Writing Instruction. ed. Gonca Yangın-Ekşi et al. 30/147–167. English Language Education. Cham:
Springer International Publishing, 2022. https://doi.org/10.1007/978-3-031-13540-8_8
Zhang, Roufei - Zou, Di. 'Types, Features, and Effectiveness of Technologies in Collaborative Writing for Second Language Learning.' Computer Assisted Language Learning, 35(9), 2391–2422, 2022.
https://doi.org/10.1080/09588221.2021.1880441.
Zhou, Molly Y.-Lawless, William F. “An Overview of Artificial Intelligence in Education:” Advances in Information Quality and Management. ed. Mehdi Khosrow-Pour, D. B. A. 2445–2452. IGI Global, 2014.
https://doi.org/10.4018/978-1-4666-5888-2.ch237
Demiröz, Hakan - Tıkız Ertürk, Gülşah. “A Review on Conversational AI As a Tool in Academic Writing”. Eskiyeni 56 (Mart 2025), 469-496. https://doi.org/10.37697/eskiyeni.1565854.