LLM-Driven Learning Analytics Dashboard for Teachers in EFL Writing Education
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Abstract (arXiv)
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.
Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). Builds on 4 of its 30 references that are in the map. First posted on arXiv 19 Oct 2024.
Builds on
4 of 30 references.
References · 4
- 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,399
- 2020Language Models are Few-Shot Learnerscited by 32,419
- 2023RECIPE: How to Integrate ChatGPT into EFL Writing Educationcited by 17
- 2024RECIPE4U: Student-ChatGPT Interaction Dataset in EFL Writing Educationcited by 7
Built on by
Citing papers per year: 2025: 3; 2026: 2.
5 papers.
- 2025MOSAIC-F: A Framework for Enhancing Students' Oral Presentation Skills through Personalized Feedbackcited by 5
- 2025Bridging the AI Adoption Gap: Designing an Interactive Pedagogical Agent for Higher Education Instructorscited by 4
- 2025Adaptive Learning Systems: Personalized Curriculum Design Using LLM-Powered Analyticscited by 0
- 2026Can LLMs Reason About Attention? Towards Zero-Shot Analysis of Multimodal Classroom Behaviorcited by 0
- 2026The Crutch or the Ceiling? How Different Generations of LLMs Shape EFL Student Writingscited by 0
- 2026The Crutch or the Ceiling? How Different Generations of LLMs Shape EFL Student Writings16 Apr 2026
- 2026Can LLMs Reason About Attention? Towards Zero-Shot Analysis of Multimodal Classroom Behavior3 Apr 2026
- 2025Adaptive Learning Systems: Personalized Curriculum Design Using LLM-Powered Analytics25 Jul 2025
- 2025MOSAIC-F: A Framework for Enhancing Students' Oral Presentation Skills through Personalized Feedback10 Jun 2025
- 2025Bridging the AI Adoption Gap: Designing an Interactive Pedagogical Agent for Higher Education Instructors6 Mar 2025