LLM-as-a-tutor in EFL Writing Education: Focusing on Evaluation of Student-LLM Interaction
Jieun Han, Haneul Yoo, Junho Myung, Minsun Kim, Hyunseung Lim, Yoonsu Kim, Tak Yeon Lee, Hwajung Hong, Juho Kim, So-Yeon Ahn, Alice Oh
Abstract
In the context of English as a Foreign Language (EFL) writing education, LLM-as-a-tutor can assist students by providing real-time feedback on their essays. However, challenges arise in assessing LLM-as-a-tutor due to differing standards between educational and general use cases. To bridge this gap, we integrate pedagogical principles to assess student-LLM interaction. First, we explore how LLMs can function as English tutors, providing effective essay feedback tailored to students. Second, we propose three criteria to evaluate LLM-as-a-tutor specifically designed for EFL writing education, emphasizing pedagogical aspects. In this process, EFL experts evaluate the feedback from LLM-as-a-tutor regarding (1) quality and (2) characteristics. On the other hand, EFL learners assess their (3) learning outcomes from interaction with LLM-as-a-tutor. This approach lays the groundwork for developing LLMs-as-a-tutor tailored to the needs of EFL learners, advancing the effectiveness of writing education in this context.- Anthology ID:
- 2024.customnlp4u-1.21
- Volume:
- Proceedings of the 1st Workshop on Customizable NLP: Progress and Challenges in Customizing NLP for a Domain, Application, Group, or Individual (CustomNLP4U)
- Month:
- November
- Year:
- 2024
- Address:
- Miami, Florida, USA
- Editors:
- Sachin Kumar, Vidhisha Balachandran, Chan Young Park, Weijia Shi, Shirley Anugrah Hayati, Yulia Tsvetkov, Noah Smith, Hannaneh Hajishirzi, Dongyeop Kang, David Jurgens
- Venues:
- CustomNLP4U | WS
- SIG:
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 284–293
- Language:
- URL:
- https://preview.aclanthology.org/fix-sig-urls/2024.customnlp4u-1.21/
- DOI:
- 10.18653/v1/2024.customnlp4u-1.21
- Cite (ACL):
- Jieun Han, Haneul Yoo, Junho Myung, Minsun Kim, Hyunseung Lim, Yoonsu Kim, Tak Yeon Lee, Hwajung Hong, Juho Kim, So-Yeon Ahn, and Alice Oh. 2024. LLM-as-a-tutor in EFL Writing Education: Focusing on Evaluation of Student-LLM Interaction. In Proceedings of the 1st Workshop on Customizable NLP: Progress and Challenges in Customizing NLP for a Domain, Application, Group, or Individual (CustomNLP4U), pages 284–293, Miami, Florida, USA. Association for Computational Linguistics.
- Cite (Informal):
- LLM-as-a-tutor in EFL Writing Education: Focusing on Evaluation of Student-LLM Interaction (Han et al., CustomNLP4U 2024)
- PDF:
- https://preview.aclanthology.org/fix-sig-urls/2024.customnlp4u-1.21.pdf