Turizm eğitiminde yapay zekâ modellerinin potansiyeli: Sınav performansı ve etik tartışmalar
Yayınlanmış 25.12.2024
Anahtar Kelimeler
- ChatGPT, Google Gemini, Exam, Tourism
- ChatGPT, Google Gemini, Sınav, Turizm
Nasıl Atıf Yapılır
Telif Hakkı (c) 2024 Levent Selman Göktaş
Bu çalışma Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License ile lisanslanmıştır.
Nasıl Atıf Yapılır
Öz
Bu çalışma ChatGPT Plus ve Google Gemini Advanced’ın turizm işletmeciliği, turizm pazarlaması ve turizm ekonomisi derslerindeki sınav performanslarını lisans öğrencilerinin sınav performansıyla karşılaştırmayı amaçlamıştır. Harran Üniversitesi Turizm Fakültesi'nde öğrenim görmekte olan ve bu üç ders özelinde eğitimini tamamlamış 150 öğrenci seçilerek yapay zeka modelleri ile birlikte sınavlara dahil edilmiştir. Sınavda her bir ders için alanında uzman akademisyenler tarafından 25 adet soru oluşturulmuştur. Sonuçlar, ChatGPT'nin en yüksek genel doğruluk oranına ve en düşük yanlış yanıt sayısına sahip olduğunu göstermiştir. ChatGPT turizm ekonomisi sınavında 21 doğru cevap verirken, Google Gemini 18, öğrenciler ise 16,6 doğru cevap vermiştir. Turizm pazarlaması sınavında ChatGPT 19, Google Gemini 18 öğrenciler ise 14,9 doğru cevap vermiştir. Turizm işletmeciliği sınavında ise ChatGPT 22, Google Gemini 14, öğrenciler ise 16,3 soruya doğru cevap vermiştir. Ayrıca sorular kısa, uzun, kolay soru, orta zorlukta soru, zor soru, olumsuz cümle ve senaryo soruları olarak kategorilendirilmiştir. Sonuçlar incelendiğinde tüm kategorilerde ChatGPT'nin daha başarılı olduğu görülmüştür. Yapay zeka dil modelleri belirli sınav koşullarında lisans öğrencilerinden daha etkili olsa da, bu çalışma bu teknolojilerin eğitimde kullanımını optimize etmek ve doğrulamak için daha fazla araştırmaya ihtiyaç olduğunu vurgulamaktadır. Ayrıca araştırma sonucunda yapay zeka dil modellerinin gelecekte turizm eğitiminde dönüştürücü bir rol oynayabileceği düşünülmektedir. Yapay zekâ teknolojilerinin akademik ortamlarda etik ve etkili kullanımını sağlamak için sorumlu entegrasyonun, insan gözetiminin ve daha fazla doğrulama çalışmasının gerektirdiği de önemli bir bulgu olarak karşımıza çıkmıştır.
Referanslar
- Ahmed, I., Kajol, M., Hasan, U., Datta, P. P., Roy, A., & Reza, M. R. (2023). ChatGPT vs. Bard: A Comparative Study. UMBC Student Collection. https://doi.org/10.36227/techrxiv.23536290.v2
- Akova, O., Kızılırmak, İ., & Tanrıverdi, H. (2015). Turizm İşletmeciliği Temel Kavramlar ve Uygulamalar. (9th Edition). Detay Yayıncılık. Ankara.
- Ali, R., Tang, O. Y., Connolly, I. D., Fridley, J. S., Shin, J. H., Sullivan, P. L. Z., ... & Asaad, W. F. (2023). Performance of ChatGPT, GPT-4, and Google Bard on a neurosurgery oral boards preparation question bank. Neurosurgery, 10-1227. https://doi.org/10.1227/neu.0000000000002551
- Aloisi, C. (2023). The future of standardised assessment: Validity and trust in algorithms for assessment and scoring. European Journal of Education, 58(1), 98-110. https://doi.org/10.1111/ejed.12542
- Angel, M., Patel, A., Alachkar, A., & Baldi, P. F. (2023). Clinical Knowledge and Reasoning Abilities of AI Large Language Models in Pharmacy: A Comparative Study on the NAPLEX Exam. bioRxiv, 2023-06. https://doi.org/10.1101/2023.06.07.544055
- Aydın, Ö. (2023). Google Bard Generated Literature Review: Metaverse. Journal of AI, 7 (1), 1-14. https://doi.org/10.61969/jai.1311271
- Badat, T., Usgu, G., Dinler, E., Bayramlar, K., & Yakut, Y. (2020). Çoktan seçmeli sınavlarda kullanılan ölçme ve değerlendirme sisteminin uygulanması: Madde analiz örneği. Hacettepe University Faculty of Health Sciences Journal, 7(3), 285-295. https://doi.org/10.21020/husbfd.629548
- Brown, T., Mann, B., Ryder, N., Subbiah, M., Kaplan, J. D., Dhariwal, P., ... & Amodei, D. (2020). Language models are few-shot learners. Advances in Neural İnformation Processing Systems, 33, 1877-1901. https://doi.org/10.48550/arXiv.2005.14165
- Cadiente, A., Chen, J., Kasselman, L., & Pilkington, B. (2024). Large language models take on the AAMC situational judgment test: evaluating dilemma-based scenarios. International Journal of Artificial Intelligence in Education. https://doi.org/10.21203/rs.3.rs-4560463/v1
- Caramancion, K. M. (2023). News verifiers showdown: A comparative performance evaluation of chatgpt 3.5, chatgpt 4.0, bing ai, and Bard in news fact-checking. arXiv preprint arXiv:2306.17176. https://doi.org/10.48550/arXiv.2306.17176
- Castellanos-Gomez, A. (2023). Good Practices for Scientific Article Writing with ChatGPT and Other Artificial Intelligence Language Models. Nanomanufacturing, 3(2), 135-138. https://doi.org/10.3390/nanomanufacturing3020009
- Chen, L., Chen, P., & Lin, Z. (2020). Artificial intelligence in education: A review. IEEE Access, 8, 75264-75278. https://doi.org/10.1109/ACCESS.2020.2988510.
- Cheong, R. C. T., Pang, K. P., Unadkat, S., Mcneillis, V., Williamson, A., Joseph, J., ... & Paleri, V. (2024). Performance of artificial intelligence chatbots in sleep medicine certification board exams: ChatGPT versus Google Bard. European Archives of Oto-Rhino-Laryngology, 281(4), 2137-2143. https://doi.org/10.1007/s00405-023-08381-3
- Choi, J. H., Hickman, K. E., Monahan, A., & Schwarcz, D. (2023). ChatGPT goes to law school. Minnesota Legal Studies Research. Paper No. 23-03, http://dx.doi.org/10.2139/ssrn.4335905
- Cotton, D. R., Cotton, P. A., & Shipway, J. R. (2023). Chatting and cheating: Ensuring academic integrity in the era of ChatGPT. Innovations in Education and Teaching International, 1-12. https://doi.org/10.1080/14703297.2023.2190148
- Currie, G. M. (2023). Academic integrity and artificial intelligence: is ChatGPT hype, hero or heresy?. In Seminars in Nuclear Medicine. WB Saunders. https://doi.org/10.1053/j.semnuclmed.2023.04.008
- Dergaa, I., Chamari, K., Zmijewski, P., & Saad, H. B. (2023). From human writing to artificial intelligence generated text: examining the prospects and potential threats of ChatGPT in academic writing. Biology of Sport, 40(2), 615-622. https://doi.org/10.5114/biolsport.2023.125623
- Eken, S. (2023). Ethic wars: Student and educator attitudes in the context of ChatGPT. SSRN. http://dx.doi.org/10.2139/ssrn.4365433
- Essel, H. B., Vlachopoulos, D., Tachie-Menson, A., Johnson, E. E., & Baah, P. K. (2022). The impact of a virtual teaching assistant (chatbot) on students' learning in Ghanaian higher education. International Journal of Educational Technology in Higher Education, 19(1), 1-19. https://doi.org/10.1186/s41239-022-00362-6
- Farrokhnia, M., Banihashem, S. K., Noroozi, O., & Wals, A. (2023). A SWOT analysis of ChatGPT: Implications for educational practice and research. Innovations in Education and Teaching International, 1-15. https://doi.org/10.1080/14703297.2023.2195846
- Frieder, S., Pinchetti, L., Griffiths, R. R., Salvatori, T., Lukasiewicz, T., Petersen, P. C., Chevalier, A., & Berner, J. (2023). Mathematical capabilities of ChatGPT. arXiv. https://doi.org/10.48550/arXiv.2301.13867
- Gilson, A., Safranek, C., Huang, T., Socrates, V., Chi, L., Taylor, R. A., & Chartash, D. (2022). How welldoes ChatGPT do when taking the medical licensing exams? The implications of large languagemodels for medical education and knowledge assessment. medRxiv. https://doi.org/10.1101/2022.12.23.22283901
- Gimpel, H., Hall, K., Decker, S., Eymann, T., Lämmermann, L., Mädche, A., ... & Vandrik, S. (2023). Unlocking the power of generative AI models and systems such as GPT-4 and ChatGPT for higher education: A guide for students and lecturers (No. 02-2023). Hohenheim Discussion Papers in Business, Economics and Social Sciences.
- Göktaş, L. S. (2023a). ChatGPT Uzaktan Eğitim Sınavlarında Başarılı Olabilir Mi? Turizm Alanında Doğruluk ve Doğrulama Üzerine Bir Araştırma (Can ChatGPT Succeed in Distance Education Exams? A Research on Accuracy and Verification in Tourism). Journal of Tourism & Gastronomy Studies, 11(2), 892–905. https://doi.org/10.21325/jotags.2023.122
- Göktaş, L. S. (2023b). The role of ChatGPT in vegetarian menus. Tourism and Recreation, 5(2), 79-86. https://doi.org/10.53601/tourismandrecreation.1343598
- Grassini, S. (2023). Shaping the Future of Education: Exploring the Potential and Consequences of AI and ChatGPT in Educational Settings. Education Sciences, 13(7), 692. MDPI AG. Retrieved from http://dx.doi.org/10.3390/educsci13070692
- Halaweh, M. (2023). ChatGPT in education: Strategies for responsible implementation. Contemporary Educational Technology, Volume 15, Issue 2, Article No: ep421 https://doi.org/10.30935/cedtech/13036
- Haverkamp, W., Tennenbaum, J., & Strodthoff, N. (2023). ChatGPT fails the test of evidence-based medicine. European Heart Journal-Digital Health, https://doi.org/10.1093/ehjdh/ztad043
- Hien, H. T., Cuong, P. N., Nam, L. N. H., Nhung, H. L. T. K., & Thang, L. D. (2018). Intelligent assistants in higher-education environments: the FIT-EBot, a chatbot for administrative and learning support. In Proceedings of the 9th International Symposium on Information and Communication Technology (pp. 69-76). https://doi.org/10.1145/3287921.3287937
- Hirosawa, T., Mizuta, K., Harada, Y., & Shimizu, T. (2023). Comparative Evaluation of Diagnostic Accuracy Between Google Bard and Physicians. The American Journal of Medicine. https://doi.org/10.1016/j.amjmed.2023.08.003
- Ilgaz, H. B., & Çelik, Z. (2023). The Significance of Artificial Intelligence Platforms in Anatomy Education: An Experience With ChatGPT and Google Bard. Cureus, 15(9). https://doi.org/10.7759/cureus.45301
- Iskender, A. (2023). Holy or Unholy? Interview with Open AI's ChatGPT. European Journal of Tourism Research, 34, 3414. https://doi.org/10.54055/ejtr.v34i.3169
- Jiao, W., Wang, W., Huang, J. T., Wang, X., & Tu, Z. (2023). Is ChatGPT A Good Translator? Yes With GPT-4 As The Engine. arXiv preprint arXiv:2301.08745. https://doi.org/10.48550/arXiv.2301.08745
- Kalla, D., & Smith, N. (2023). Study and Analysis of Chat GPT and its Impact on Different Fields of Study. International Journal of Innovative Science and Research Technology, 8(3). Available at SSRN: https://ssrn.com/abstract=4402499
- Kasneci, E., Sessler, K., Küchemann, S., Bannert, M., Dementieva, D., Fischer, F., ... & Kasneci, G. (2023). ChatGPT for good? On opportunities and challenges of large language models for education. Learning and individual differences, 103, 102274. https://doi.org/10.1016/j.lindif.2023.102274
- Koetsier, J. (2023). GPT-4 Beats 90% of Lawyers Trying to Pass the Bar. Forbes. (Access Date: 19.09.2023). https://www.forbes.com/sites/johnkoetsier/2023/03/14/gpt-4-beats-90-of-lawyers-trying-to-pass-the-bar/?sh=36a0d3053027
- Kortemeyer, G. (2023). Could an artificial-intelligence agent pass an introductory physics course? Physical Review Physics Education Research, 19, 010132. https://doi.org/10.1103/PhysRevPhysEducRes.19.010132
- Kozak, M. & Bahar, O. (2023). Turizm Ekonomisi. (9th Edition). Detay Yayıncılık. Ankara.
- Kozak, N. (2019). Turizm Pazarlaması. (8th Edition). Detay Yayıncılık. Ankara.
- Kshirsagar, P. R., Jagannadham, D. B. V., Alqahtani, H., Noorulhasan Naveed, Q., Islam, S., Thangamani, M., & Dejene, M. (2022). Human intelligence analysis through perception of AI in teaching and learning. Computational Intelligence and Neuroscience, 2022. https://doi.org/10.1155/2022/9160727
- Kung, T. H., Cheatham, M., Medenilla, A., Sillos, C., De Leon, L., Elepaño, C., Madriaga, M., Aggabao,R., Diaz-Candido, G., Maningo, J., & Tseng, V. (2023). Performance of ChatGPT on USMLE: Potential for AI-assisted medical education using large language models. PLOS Digital Health. https://doi.org/10.1371/journal.pdig.0000198
- Lund, B. D., Wang, T., Mannuru, N. R., Nie, B., Shimray, S., & Wang, Z. (2023). 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), 570-581. https://doi.org/10.1002/asi.24750
- Malinka, K., Peresíni, M., Firc, A., Hujnák, O., & Janus, F. (2023). On the educational impact of ChatGPT: Is Artificial Intelligence ready to obtain a university degree?. In Proceedings of the 2023 Conference on Innovation and Technology in Computer Science Education V. 1 (pp. 47-53). https://doi.org/10.1145/3587102.3588827
- Metz C. & Collins K. (2023). El nuevo GPT-4: lo bueno y lo malo-The New York Times. Access date 20/09/2024 https://www.nytimes.com/es/2023/03/18/espanol/gpt-4-como-funciona.html
- Najafali, D., Reiche, E., Araya, S., Camacho, J. M., Liu, F. C., Johnstone, T., ... & Fox, P. M. (2023). Bard Versus the 2022 American Society of Plastic Surgeons In-Service Examination: Performance on the Examination in its Intern Year. In Aesthetic Surgery Journal Open Forum. https://doi.org/10.1093/asjof/ojad066
- Newton, P. M., & Xiromeriti, M. (2023). ChatGPT performance on MCQ-based exams. EdArXiv. https://doi.org/10.35542/osf.io/sytu3
- Nguyen, P., Nguyen, P., Bruneau, P., Cao, L., Wang, J. & Truong, H. (2023). Evaluation of Mathematics Performance of Google Bard on The Mathematics Test of the Vietnamese National High School Graduation Examination. TechRxiv. Preprint. https://doi.org/10.36227/techrxiv.23691876.v1
- Patil, N. S., Huang, R. S., van der Pol, C. B., & Larocque, N. (2023). Comparative performance of ChatGPT and Bard in a text-based radiology knowledge assessment. Canadian Association of Radiologists Journal, https://doi.org/10.1177/08465371231193716
- Phong, N., Truong, H., Phuong, N., Philippe, B., Linh, C., & Jin, W. (2023). Google Bard's Physical Capabilities in Vietnamese High Schools. SSRN. http://dx.doi.org/10.2139/ssrn.4525863
- Plevris, V., Papazafeiropoulos, G., & Rios, A. J. (2023). Chatbots put to the test in math and logic problems: A preliminary comparison and assessment of ChatGPT-3.5, ChatGPT-4, and Google Bard. arXiv preprint. ArXiv:2305.18618. https://doi.org/10.48550/arXiv.2305.18618
- Popenici, S.A.D., Kerr, S. (2017). Exploring the impact of artificial intelligence on teaching and learning in higher education. Research and Practice in Technology Enhanced Learning, 12, 22 (2017). https://doi.org/10.1186/s41039-017-0062-8
- Qadir, J. (2022). Engineering Education in the Era of ChatGPT: Promise and Pitfalls of Generative AI for Education. 2023 IEEE Global Engineering Education Conference (EDUCON). https://doi.org/10.1109/EDUCON54358.2023.10125121
- Qin, H., Ji, G. P., Khan, S., Fan, D. P., Khan, F. S., & Gool, L. V. (2023). How good is Google Bard's visual understanding? An empirical study on open challenges. Mach. Intell. Res. 20, 605–613 (2023). https://doi.org/10.1007/s11633-023-1469-x
- Rahaman, M. S., Ahsan, M. M., Anjum, N., Rahman, M. M., & Rahman, M. N. (2023). The AI race is on! Google's Bard and OpenAI's ChatGPT head to head: An opinion article. SRRN. http://dx.doi.org/10.2139/ssrn.4351785
- Rahman, M., & Watanobe, Y. (2023). ChatGPT for Education and Research: Opportunities, Threats, and Strategies. Applied Sciences, 13(9), 5783. MDPI AG. http://dx.doi.org/10.3390/app13095783
- Rudolph, J., Tan, S., & Tan, S. (2023). War of the chatbots: Bard, Bing Chat, ChatGPT, Ernie and beyond. The new AI gold rush and its impact on higher education. Journal of Applied Learning and Teaching, 6(1). https://doi.org/10.37074/jalt.2023.6.1.23
- Sandu, N., & Gide, E. (2019). Adoption of AI-Chatbots to enhance student learning experience in higher education in India. In 2019 18th International Conference on Information Technology Based Higher Education and Training (ITHET) (pp. 1-5). IEEE. https://doi.org/10.1109/ITHET46829.2019.8937382
- Skalidis, I., Cagnina, A., Luangphiphat, W., Mahendiran, T., Muller, O., Abbe, E., & Fournier, S. (2023). ChatGPT takes on the European Exam in Core Cardiology: an artificial intelligence success story?. European Heart Journal-Digital Health, 4(3), 279-281. https://doi.org/10.1093/ehjdh/ztad029
- Skavronskaya, L., Hadinejad, A., & Cotterell, D. (2023). Reversing the threat of artificial intelligence to opportunity: a discussion of ChatGPT in tourism education. Journal of Teaching in Travel & Tourism, 23(2), 253-258. https://doi.org/10.1080/15313220.2023.2196658
- Sok, S., & Heng, K. (2023). ChatGPT for education and research: A review of benefits and risks. SSRN. http://dx.doi.org/10.2139/ssrn.4378735
- Susnjak, T. (2022). ChatGPT: The end of online exam integrity?. arXiv preprint arXiv:2212.09292. https://doi.org/10.48550/arXiv.2212.09292
- Terwiesch, C. (2023). Would chat GPT3 get a Wharton MBA. A prediction based on its performance in the operations management course. Wharton: Mack Institute for Innovation Management/University of Pennsylvania/School Wharton. Available at: https://mackinstitute.wharton.upenn.edu/2023/would-chat-gpt3-get-a-wharton-mba-new-white-paper-by-christian-terwiesch/
- Timakov, К. А. (2023). Comparison of current language models Google Bard and ChatGPT. In. Modern strategies and digital transformations of sustainable development of society, education and science (pp. 168-171). https://doi.org/10.34755/IROK.2023.93.45.076
- Urman, A. & Makhortykh, M. (2023). The Silence of the LLMs: Cross-Lingual Analysis of Political Bias and False Information Prevalence in ChatGPT, Google Bard, and Bing Chat. OSF Preprints. https://doi.org/10.31219/osf.io/q9v8f
- Vakilzadeh, A. & Pourahmad Ghalejoogh, S. (2023). Evaluating the Potential of Large Language Model AI as Project Management Assistants: A Comparative Simulation to Evaluate GPT-3.5, GPT-4, and Google-Bard Ability to pass the PMI's PMP test. SSRN. http://dx.doi.org/10.2139/ssrn.4568800
- Wang, Y., & Chen, D. (2018). Rising sino-US competition in artificial intelligence. China Quarterly of International Strategic Studies, 4(02), 241-258. https://doi.org/10.1142/S2377740018500148
- Wardat, Y., Tashtoush, M. A., AlAli, R., & Jarrah, A. M. (2023). ChatGPT: A revolutionary tool for teaching and learning mathematics. Eurasia Journal of Mathematics, Science and Technology Education, 19(7), em2286. https://doi.org/10.29333/ejmste/13272
- Yadava, O. P. (2023). ChatGPT-a foe or an ally? Indian J. Thorac. Cardiovasc. Surg. 39, 217–221. https://doi.org/10.1007/s12055-023-01507-6
- Yang, S., & Evans, C. (2019). Opportunities and challenges in using AI chatbots in higher education. In Proceedings of the 2019 3rd International Conference on Education and E-Learning (pp. 79-83). https://doi.org/10.1145/3371647.3371659
- Yu, H. (2023). Reflection on whether Chat GPT should be banned by academia from the perspective of education and teaching. Front. Psychol. 14:1181712. https://doi.org/10.3389/fpsyg.2023.1181712