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Practical and Ethical Challenges of Large Language Models in Education:
  A Systematic Scoping Review

Practical and Ethical Challenges of Large Language Models in Education: A Systematic Scoping Review

17 March 2023
Lixiang Yan
Lele Sha
Linxuan Zhao
Yuheng Li
Roberto Martínez-Maldonado
Guanliang Chen
Xinyu Li
Yueqiao Jin
D. Gašević
    SyDa
    ELM
    AI4Ed
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Papers citing "Practical and Ethical Challenges of Large Language Models in Education: A Systematic Scoping Review"

41 / 41 papers shown
Title
Examining the Role of LLM-Driven Interactions on Attention and Cognitive Engagement in Virtual Classrooms
Examining the Role of LLM-Driven Interactions on Attention and Cognitive Engagement in Virtual Classrooms
Suleyman Ozdel
Can Sarpkaya
Efe Bozkir
Hong Gao
Enkelejda Kasneci
31
0
0
12 May 2025
34 Examples of LLM Applications in Materials Science and Chemistry: Towards Automation, Assistants, Agents, and Accelerated Scientific Discovery
34 Examples of LLM Applications in Materials Science and Chemistry: Towards Automation, Assistants, Agents, and Accelerated Scientific Discovery
Yoel Zimmermann
Adib Bazgir
Alexander H Al-Feghali
Mehrad Ansari
L. C. Brinson
...
Shang Zhu
Jan Janssen
Calvin Li
Ian Foster
Ben Blaiszik
64
0
0
05 May 2025
Do We Need a Detailed Rubric for Automated Essay Scoring using Large Language Models?
Do We Need a Detailed Rubric for Automated Essay Scoring using Large Language Models?
Lui Yoshida
47
0
0
02 May 2025
Towards responsible AI for education: Hybrid human-AI to confront the Elephant in the room
Towards responsible AI for education: Hybrid human-AI to confront the Elephant in the room
Danial Hooshyar
Gustav Šír
Yeongwook Yang
Eve Kikas
Raija Hamalainen
T. Karkkainen
Dragan Gašević
Roger Azevedo
34
0
0
22 Apr 2025
LLM-based Automated Grading with Human-in-the-Loop
LLM-based Automated Grading with Human-in-the-Loop
Hang Li
Yucheng Chu
Kaiqi Yang
Yasemin Copur-Gencturk
Jiliang Tang
AI4Ed
ELM
59
0
0
07 Apr 2025
Enhanced Bloom's Educational Taxonomy for Fostering Information Literacy in the Era of Large Language Models
Enhanced Bloom's Educational Taxonomy for Fostering Information Literacy in the Era of Large Language Models
Yiming Luo
Ting Liu
Patrick Cheong-Iao Pang
Dana McKay
Z. Chen
George Buchanan
Shanton Chang
AI4Ed
48
0
0
25 Mar 2025
AOLO: Analysis and Optimization For Low-Carbon Oriented Wireless Large Language Model Services
Xiaoqi Wang
Hongyang Du
Yuehong Gao
Dong In Kim
71
0
0
06 Mar 2025
Learner and Instructor Needs in AI-Supported Programming Learning Tools: Design Implications for Features and Adaptive Control
Zihan Wu
Yicheng Tang
B. Ericson
33
0
0
28 Feb 2025
Capability Localization: Capabilities Can be Localized rather than Individual Knowledge
Capability Localization: Capabilities Can be Localized rather than Individual Knowledge
Xiusheng Huang
Jiaxiang Liu
Yequan Wang
Jun Zhao
Kang Liu
54
0
0
28 Feb 2025
Mapping Trustworthiness in Large Language Models: A Bibliometric Analysis Bridging Theory to Practice
Mapping Trustworthiness in Large Language Models: A Bibliometric Analysis Bridging Theory to Practice
José Antonio Siqueira de Cerqueira
Kai-Kristian Kemell
Muhammad Waseem
Rebekah Rousi
Nannan Xi
Juho Hamari
102
3
0
27 Feb 2025
Unveiling Scoring Processes: Dissecting the Differences between LLMs and Human Graders in Automatic Scoring
Unveiling Scoring Processes: Dissecting the Differences between LLMs and Human Graders in Automatic Scoring
Xuansheng Wu
Padmaja Pravin Saraf
Gyeong-Geon Lee
Ehsan Latif
Ninghao Liu
Xiaoming Zhai
60
4
0
24 Feb 2025
Leveraging Large Language Models to Generate Course-specific
  Semantically Annotated Learning Objects
Leveraging Large Language Models to Generate Course-specific Semantically Annotated Learning Objects
Dominic Lohr
Marc Berges
Abhishek Chugh
Michael Kohlhase
Dennis Müller
AI4Ed
96
2
0
05 Dec 2024
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub
  Copilot for Programmers
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers
Md Kamrul Siam
Huanying Gu
Jerry Q. Cheng
ELM
38
5
0
14 Nov 2024
Generative AI and Agency in Education: A Critical Scoping Review and
  Thematic Analysis
Generative AI and Agency in Education: A Critical Scoping Review and Thematic Analysis
Jasper Roe
Mike Perkins
AI4CE
36
0
0
01 Nov 2024
Unveiling Large Language Models Generated Texts: A Multi-Level
  Fine-Grained Detection Framework
Unveiling Large Language Models Generated Texts: A Multi-Level Fine-Grained Detection Framework
Zhen Tao
Zhiyu Li
Runyu Chen
Dinghao Xi
Wei Xu
DeLMO
26
1
0
18 Oct 2024
Automated Genre-Aware Article Scoring and Feedback Using Large Language
  Models
Automated Genre-Aware Article Scoring and Feedback Using Large Language Models
Chihang Wang
Yuxin Dong
Zhenhong Zhang
Ruotong Wang
Shuo Wang
Jiajing Chen
31
6
0
18 Oct 2024
Promises and challenges of generative artificial intelligence for human
  learning
Promises and challenges of generative artificial intelligence for human learning
Lixiang Yan
Samuel Greiff
Ziwen Teuber
Dragan Gašević
49
55
0
22 Aug 2024
Evaluating Large Language Models for automatic analysis of teacher
  simulations
Evaluating Large Language Models for automatic analysis of teacher simulations
David de-Fitero-Dominguez
Mariano Albaladejo-González
Antonio Garcia-Cabot
Eva García-López
Antonio Moreno-Cediel
Erin Barno
Justin Reich
ELM
18
0
0
29 Jul 2024
LLM-Generated Tips Rival Expert-Created Tips in Helping Students Answer
  Quantum-Computing Questions
LLM-Generated Tips Rival Expert-Created Tips in Helping Students Answer Quantum-Computing Questions
Lars Krupp
Jonas Bley
Isacco Gobbi
Alexander Geng
Sabine Müller
...
Artur Widera
Herwig Ott
Paul Lukowicz
Jakob Karolus
Maximilian Kiefer-Emmanouilidis
35
4
0
24 Jul 2024
XAI meets LLMs: A Survey of the Relation between Explainable AI and
  Large Language Models
XAI meets LLMs: A Survey of the Relation between Explainable AI and Large Language Models
Erik Cambria
Lorenzo Malandri
Fabio Mercorio
Navid Nobani
Andrea Seveso
50
11
0
21 Jul 2024
Evaluating Language Models for Generating and Judging Programming
  Feedback
Evaluating Language Models for Generating and Judging Programming Feedback
Charles Koutcheme
Nicola Dainese
Arto Hellas
Sami Sarsa
Juho Leinonen
Syed Ashraf
Paul Denny
ELM
28
2
0
05 Jul 2024
The Use of Multimodal Large Language Models to Detect Objects from
  Thermal Images: Transportation Applications
The Use of Multimodal Large Language Models to Detect Objects from Thermal Images: Transportation Applications
Huthaifa I. Ashqar
Taqwa I. Alhadidi
Mohammed Elhenawy
Nour O. Khanfar
38
4
0
20 Jun 2024
The Life Cycle of Large Language Models: A Review of Biases in Education
The Life Cycle of Large Language Models: A Review of Biases in Education
Jinsook Lee
Yann Hicke
Renzhe Yu
Christopher A. Brooks
René F. Kizilcec
AI4Ed
34
1
0
03 Jun 2024
Annotation Guidelines-Based Knowledge Augmentation: Towards Enhancing
  Large Language Models for Educational Text Classification
Annotation Guidelines-Based Knowledge Augmentation: Towards Enhancing Large Language Models for Educational Text Classification
Shiqi Liu
Sannyuya Liu
Lele Sha
Zijie Zeng
D. Gašević
Zhi Liu
44
0
0
03 Jun 2024
A Survey Study on the State of the Art of Programming Exercise
  Generation using Large Language Models
A Survey Study on the State of the Art of Programming Exercise Generation using Large Language Models
Eduard Frankford
Ingo Höhn
Clemens Sauerwein
Ruth Breu
ELM
39
2
0
30 May 2024
A System for Quantifying Data Science Workflows with Fine-Grained
  Procedural Logging and a Pilot Study
A System for Quantifying Data Science Workflows with Fine-Grained Procedural Logging and a Pilot Study
Jinjin Zhao
Avidgor Gal
Sanjay Krishnan
46
0
0
28 May 2024
Generative AI in Higher Education: A Global Perspective of Institutional
  Adoption Policies and Guidelines
Generative AI in Higher Education: A Global Perspective of Institutional Adoption Policies and Guidelines
Yueqiao Jin
Lixiang Yan
Vanessa Echeverría
D. Gašević
Roberto Martínez-Maldonado
31
26
0
20 May 2024
Open Source Language Models Can Provide Feedback: Evaluating LLMs'
  Ability to Help Students Using GPT-4-As-A-Judge
Open Source Language Models Can Provide Feedback: Evaluating LLMs' Ability to Help Students Using GPT-4-As-A-Judge
Charles Koutcheme
Nicola Dainese
Sami Sarsa
Arto Hellas
Juho Leinonen
Paul Denny
ELM
ALM
41
22
0
08 May 2024
When LLMs Meet Cybersecurity: A Systematic Literature Review
When LLMs Meet Cybersecurity: A Systematic Literature Review
Jie Zhang
Haoyu Bu
Hui Wen
Yu Chen
Lun Li
Hongsong Zhu
42
36
0
06 May 2024
Large Language Models Meet User Interfaces: The Case of Provisioning
  Feedback
Large Language Models Meet User Interfaces: The Case of Provisioning Feedback
Stanislav Pozdniakov
Jonathan Brazil
Solmaz Abdi
Aneesha Bakharia
Shazia Sadiq
D. Gašević
Paul Denny
Hassan Khosravi
ELM
37
15
0
17 Apr 2024
RLHF Deciphered: A Critical Analysis of Reinforcement Learning from
  Human Feedback for LLMs
RLHF Deciphered: A Critical Analysis of Reinforcement Learning from Human Feedback for LLMs
Shreyas Chaudhari
Pranjal Aggarwal
Vishvak Murahari
Tanmay Rajpurohit
A. Kalyan
Karthik Narasimhan
A. Deshpande
Bruno Castro da Silva
26
34
0
12 Apr 2024
The AI Assessment Scale (AIAS) in action: A pilot implementation of GenAI supported assessment- A Preprint
The AI Assessment Scale (AIAS) in action: A pilot implementation of GenAI supported assessment- A Preprint
Leon Furze
Mike Perkins
Jasper Roe
Jason MacVaugh
46
11
0
15 Mar 2024
Knowledge Graphs as Context Sources for LLM-Based Explanations of
  Learning Recommendations
Knowledge Graphs as Context Sources for LLM-Based Explanations of Learning Recommendations
Hasan Abu-Rasheed
Christian Weber
M. Fathi
AI4Ed
30
28
0
05 Mar 2024
Supporting Student Decisions on Learning Recommendations: An LLM-Based
  Chatbot with Knowledge Graph Contextualization for Conversational
  Explainability and Mentoring
Supporting Student Decisions on Learning Recommendations: An LLM-Based Chatbot with Knowledge Graph Contextualization for Conversational Explainability and Mentoring
Hasan Abu-Rasheed
Mohamad Hussam Abdulsalam
Christian Weber
M. Fathi
42
13
0
16 Jan 2024
Generative Artificial Intelligence in Learning Analytics:
  Contextualising Opportunities and Challenges through the Learning Analytics
  Cycle
Generative Artificial Intelligence in Learning Analytics: Contextualising Opportunities and Challenges through the Learning Analytics Cycle
Lixiang Yan
Roberto Martínez-Maldonado
D. Gašević
22
42
0
30 Nov 2023
Human-AI Collaboration in Thematic Analysis using ChatGPT: A User Study
  and Design Recommendations
Human-AI Collaboration in Thematic Analysis using ChatGPT: A User Study and Design Recommendations
Lixiang Yan
Vanessa Echeverría
G. Fernandez-Nieto
Yueqiao Jin
Z. Swiecki
Linxuan Zhao
D. Gašević
Roberto Martínez-Maldonado
20
13
0
07 Nov 2023
Fine-tuning ChatGPT for Automatic Scoring
Fine-tuning ChatGPT for Automatic Scoring
Ehsan Latif
Xiaoming Zhai
AI4MH
43
92
0
16 Oct 2023
Chatbot-supported Thesis Writing: An Autoethnographic Report
Chatbot-supported Thesis Writing: An Autoethnographic Report
Nicolas Schwenke
Heinrich Söbke
E. Kraft
13
8
0
14 Oct 2023
ALLURE: Auditing and Improving LLM-based Evaluation of Text using
  Iterative In-Context-Learning
ALLURE: Auditing and Improving LLM-based Evaluation of Text using Iterative In-Context-Learning
Hosein Hasanbeig
Hiteshi Sharma
Leo Betthauser
Felipe Vieira Frujeri
Ida Momennejad
38
15
0
24 Sep 2023
Towards LLM-based Autograding for Short Textual Answers
Towards LLM-based Autograding for Short Textual Answers
Johannes Schneider
Bernd Schenk
Christina Niklaus
AI4Ed
19
32
0
09 Sep 2023
Automatic Generation of Programming Exercises and Code Explanations
  using Large Language Models
Automatic Generation of Programming Exercises and Code Explanations using Large Language Models
Sami Sarsa
Paul Denny
Arto Hellas
Juho Leinonen
ELM
99
342
0
03 Jun 2022
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