Abstract
Students of a foreign language need help to study vocabulary usually housed in foreign language textbooks. This need can be supported by an artificial vocabulary learning assistant, i.e., software that can ask relevant questions and reliably evaluate the answers. In this work, we present an assistant based on a combination of traditional dialogue generation technology with the latest technology of Generative Pre-trained Transformers. Moreover, we test our software and get admirable results that encourage us to continue our research in this direction.
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References
Radford, A., Narasimhan, K.: Improving Language Understanding by Generative Pre-Training. https://www.semanticscholar.org/paper/Improving-Language-Understanding-by-Generative-Radford-Narasimhan/cd18800a0fe0b668a1cc19f2ec95b5003d0a5035 (2018). Accessed: 16 Jan. 2023
Vaswani, A., et al.: Attention Is All You Need. arXiv, 05 Dec 2017
Paladines, J., Ramirez, J.: A systematic literature review of intelligent tutoring systems with dialogue in natural language. IEEE Access 8, 164246–164267 (2020)
Mousavinasab, E., Zarifsanaiey, N., Niakan Kalhori, S.R., Rakhshan, M., Keikha, L., Ghazi Saeedi, M.: Intelligent tutoring systems: a systematic review of characteristics, applications, and evaluation methods. Interact. Learn. Environ. 29(1), 142–163 (2021)
Labrie, G.: A french vocabulary tutor for the web. CALICO J. 17(3), 475–499 (2000)
Kazi, S.A.: VocaTest : an intelligent tutoring system for vocabulary learning using the ‘mLearning’ approach. https://repository.nie.edu.sg/handle/10497/217 (2005). Accessed: 15 Jan 2023
Stockwell, G.: Vocabulary on the move: Investigating an intelligent mobile phone-based vocabulary tutor. Comput. Assist. Lang. Learn. 20(4), 365–383 (2007)
Jung, J., Graf, S.: An approach for personalised web-based vocabulary learning through word association games. In: 2008 International Symposium on Applications and the Internet, pp. 325–328 (2008)
Juffs, A., Friedline, B.E.: Sociocultural influences on the use of a web-based tool for learning English vocabulary. System 42, 48–59 (2014)
Luccioni, A., Nkambou, R., Massardi, J., Bourdeau, J., Coulombe, C.: STI-DICO: a web-based system for intelligent tutoring of dictionary skills. In: Proceedings of the 25th International Conference Companion on World Wide Web, Republic and Canton of Geneva, CHE, pp. 923–928 (2016)
Ebner, M., Edtstadler, K., Ebner, M.: Tutoring writing spelling skills within a web-based platform for children. Univ. Access Inf. Soc. 17, 305–323 (2017). https://doi.org/10.1007/s10209-017-0564-6
Woo, J.H., Choi, H.: Systematic Review for AI-based Language Learning Tools. arXiv, 29 Oct 2021
Towards a robot assistant in vocabulary learning - International Conference on Robotics, Mechatronics and Social Implementation 2018, Varna, Bulgaria, In: HUMAIN Lab. http://humain-lab.cs.ihu.gr/index.php/2018/09/01/towards-a-robot-assistant-in-vocabulary-learning/?lang=en (2018). Accessed 16 Jan 2023
Moussiades, L., Tsimperidis, I., Karanakis, S.: Dictionary structure identification. Eng. Sci. Technol. Rev. 14(6), 28–34 (2021)
ChatScript: SourceForge. https://sourceforge.net/projects/chatscript/. Accessed 16 Jan 2023
Moussiades, L., Zografos, G.: LIA: a mathbot assistant for first-grade students. Eur. J. Eng. Technol. Res. 6(5), 89–93 (2021)
Bonwell, C.C.: Active Learning : Creating Excitement in the Classroom. School of Education and Human Development, George Washington University, Washington, D.C. http://archive.org/details/activelearningcr0000bonw (1991). Accessed 18 Jan 2023
Beed, P.: Moving Learners toward Independence: The Power of Scaffolded Instruction. The Reading Teacher. https://www.semanticscholar.org/paper/Moving-Learners-toward-Independence%3A-The-Power-of-Beed/a7fff77e4215f373570407892ac9fc77ba3f6399 (1991). Accessed 18 Jan 2023
McLeod, S.A.: What Is the Zone of Proximal Development? https://www.simplypsychology.org/Zone-of-Proximal-Development.html (2012). Accessed 18 Jan 2023
How do text-davinci-002 and text-davinci-003 differ?. https://help.openai.com/en/articles/6779149-how-do-text-davinci-002-and-text-davinci-003-differ. Accessed 21 Jan 2023
Zong, M., Krishnamachari, B.: A survey on GPT-3 (2022)
Acknowledgements
This work was supported by the MPhil program “Advanced Technologies in Informatics and Computers”, hosted by the Department of Computer Science, International Hellenic University, Greece.
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Zografos, G., Moussiades, L. (2023). A GPT-Based Vocabulary Tutor. In: Frasson, C., Mylonas, P., Troussas, C. (eds) Augmented Intelligence and Intelligent Tutoring Systems. ITS 2023. Lecture Notes in Computer Science, vol 13891. Springer, Cham. https://doi.org/10.1007/978-3-031-32883-1_23
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