LLM-as-a-tutor in EFL Writing Education: Focusing on Evaluation of Student-LLM Interaction

Fuente: arXiv
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Auteurs principaux: Han, Jieun, Yoo, Haneul, Myung, Junho, Kim, Minsun, Lim, Hyunseung, Kim, Yoonsu, Lee, Tak Yeon, Hong, Hwajung, Kim, Juho, Ahn, So-Yeon, Oh, Alice
Format: Preprint
Publié: 2023
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author Han, Jieun
Yoo, Haneul
Myung, Junho
Kim, Minsun
Lim, Hyunseung
Kim, Yoonsu
Lee, Tak Yeon
Hong, Hwajung
Kim, Juho
Ahn, So-Yeon
Oh, Alice
author_facet Han, Jieun
Yoo, Haneul
Myung, Junho
Kim, Minsun
Lim, Hyunseung
Kim, Yoonsu
Lee, Tak Yeon
Hong, Hwajung
Kim, Juho
Ahn, So-Yeon
Oh, Alice
contents 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 metrics 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 quality and characteristics. On the other hand, EFL learners assess their 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.
format Preprint
id arxiv_https___arxiv_org_abs_2310_05191
institution arXiv
publishDate 2023
record_format arxiv
spellingShingle LLM-as-a-tutor in EFL Writing Education: Focusing on Evaluation of Student-LLM Interaction
Han, Jieun
Yoo, Haneul
Myung, Junho
Kim, Minsun
Lim, Hyunseung
Kim, Yoonsu
Lee, Tak Yeon
Hong, Hwajung
Kim, Juho
Ahn, So-Yeon
Oh, Alice
Computation and Language
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 metrics 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 quality and characteristics. On the other hand, EFL learners assess their 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.
title LLM-as-a-tutor in EFL Writing Education: Focusing on Evaluation of Student-LLM Interaction
topic Computation and Language
url https://arxiv.org/abs/2310.05191