Skip to main content

A GPT-Based Vocabulary Tutor

  • Conference paper
  • First Online:
Augmented Intelligence and Intelligent Tutoring Systems (ITS 2023)

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.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 89.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 119.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Notes

  1. 1.

    https://dictionary.cambridge.org/.

References

  1. 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

  2. Vaswani, A., et al.: Attention Is All You Need. arXiv, 05 Dec 2017

    Google Scholar 

  3. Paladines, J., Ramirez, J.: A systematic literature review of intelligent tutoring systems with dialogue in natural language. IEEE Access 8, 164246–164267 (2020)

    Article  Google Scholar 

  4. 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)

    Article  Google Scholar 

  5. Labrie, G.: A french vocabulary tutor for the web. CALICO J. 17(3), 475–499 (2000)

    Article  Google Scholar 

  6. 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

  7. Stockwell, G.: Vocabulary on the move: Investigating an intelligent mobile phone-based vocabulary tutor. Comput. Assist. Lang. Learn. 20(4), 365–383 (2007)

    Article  Google Scholar 

  8. 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)

    Google Scholar 

  9. Juffs, A., Friedline, B.E.: Sociocultural influences on the use of a web-based tool for learning English vocabulary. System 42, 48–59 (2014)

    Article  Google Scholar 

  10. 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)

    Google Scholar 

  11. 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

    Article  Google Scholar 

  12. Woo, J.H., Choi, H.: Systematic Review for AI-based Language Learning Tools. arXiv, 29 Oct 2021

    Google Scholar 

  13. 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

  14. Moussiades, L., Tsimperidis, I., Karanakis, S.: Dictionary structure identification. Eng. Sci. Technol. Rev. 14(6), 28–34 (2021)

    Article  Google Scholar 

  15. ChatScript: SourceForge. https://sourceforge.net/projects/chatscript/. Accessed 16 Jan 2023

  16. Moussiades, L., Zografos, G.: LIA: a mathbot assistant for first-grade students. Eur. J. Eng. Technol. Res. 6(5), 89–93 (2021)

    Article  Google Scholar 

  17. 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

  18. 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

  19. McLeod, S.A.: What Is the Zone of Proximal Development? https://www.simplypsychology.org/Zone-of-Proximal-Development.html (2012). Accessed 18 Jan 2023

  20. 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

  21. Zong, M., Krishnamachari, B.: A survey on GPT-3 (2022)

    Google Scholar 

Download references

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.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to George Zografos .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2023 The Author(s), under exclusive license to Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

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

Download citation

  • DOI: https://doi.org/10.1007/978-3-031-32883-1_23

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-031-32882-4

  • Online ISBN: 978-3-031-32883-1

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics