LLM-Driven Learning Analytics Dashboard for Teachers in EFL Writing Education

This paper presents the development of a dashboard designed specifically for teachers in English as a Foreign Language (EFL) writing education. Leveraging LLMs, the dashboard facilitates the analysis of student interactions with an essay writing system, which integrates ChatGPT for real-time feedbac...

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Veröffentlicht in:arXiv.org 2024-10
Hauptverfasser: Kim, Minsun, Kim, SeonGyeom, Lee, Suyoun, Yoon, Yoosang, Myung, Junho, Yoo, Haneul, Lim, Hyunseung, Han, Jieun, Kim, Yoonsu, So-Yeon Ahn, Kim, Juho, Oh, Alice, Hong, Hwajung, Lee, Tak Yeon
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Sprache:eng
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Zusammenfassung:This paper presents the development of a dashboard designed specifically for teachers in English as a Foreign Language (EFL) writing education. Leveraging LLMs, the dashboard facilitates the analysis of student interactions with an essay writing system, which integrates ChatGPT for real-time feedback. The dashboard aids teachers in monitoring student behavior, identifying noneducational interaction with ChatGPT, and aligning instructional strategies with learning objectives. By combining insights from NLP and Human-Computer Interaction (HCI), this study demonstrates how a human-centered approach can enhance the effectiveness of teacher dashboards, particularly in ChatGPT-integrated learning.
ISSN:2331-8422