Enlarged Education - Exploring the Use of Generative AI to Support Lecturing in Higher Education

被引:0
|
作者
Hennekeuser, Darius [1 ]
Vaziri, Daryoush Daniel [1 ]
Golchinfar, David [1 ]
Schreiber, Dirk [1 ]
Stevens, Gunnar [2 ]
机构
[1] Univ Appl Sci Bonn Rhein Sieg, St Augustin, Germany
[2] Univ Siegen, Siegen, Germany
关键词
Natural Language Processing; Semantic Search; Large Language Models; Human-centered Design; AI; Education;
D O I
10.1007/s40593-024-00424-y
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Large Language Models (LLMs) are rapidly gaining attention across the open-source and commercial fields, bolstered by their constantly growing capabilities. While such models have a vast array of applications, their integration into higher education-as supportive tools for lecturers-has been largely unexplored. Exploring this area entails understanding the specific requirements and viewpoints of higher education lecturers. We developed an LLM-based assistant with retrieval augmented generation (RAG) capabilities and lecturing materials as its data foundation. For the design of the system, we followed a user-centered design approach. Subsequently, we conducted user studies and qualitative interviews with university lecturers. Our findings suggest that lecturers are ready to use LLMs with RAG in higher education under the condition that such systems are reliable, explainable, controllable, and trustworthy. We discuss design implications that designers of LLM-based systems should consider when developing such tools for higher education. This paper adds to the scarce existing studies on the usage of LLMs in educational contexts.
引用
收藏
页数:33
相关论文
共 50 条
  • [1] Exploring the Use of Generative AI in Education: Broadening the Scope
    Jahic, Irfan
    Ebner, Martin
    Schoen, Sandra
    Edelsbrunner, Sarah
    [J]. LEARNING AND COLLABORATION TECHNOLOGIES, PT III, LCT 2024, 2024, 14724 : 283 - 304
  • [2] Perception of generative AI use in UK higher education
    Arowosegbe, Abayomi
    Alqahtani, Jaber S.
    Oyelade, Tope
    [J]. FRONTIERS IN EDUCATION, 2024, 9
  • [3] Generative AI in higher education and beyond
    Hashmi, Nada
    Bal, Anjali S.
    [J]. BUSINESS HORIZONS, 2024, 67 (05) : 607 - 614
  • [4] Exploring Historians' Critical Use of Generative AI Technologies for History Education
    Pope, Andrew
    Ma, Rongqian
    [J]. Proceedings of the Association for Information Science and Technology, 2024, 61 (01) : 1071 - 1073
  • [5] Generative AI: is it a paradigm shift for higher education?
    O'Dea, Xianghan
    [J]. STUDIES IN HIGHER EDUCATION, 2024, 49 (05) : 811 - 816
  • [6] Gender perceptions of generative AI in higher education
    Al-Samarraie, Hosam
    Sarsam, Samer Muthana
    Alzahrani, Ahmed Ibrahim
    Chatterjee, Arunangsu
    Swinnerton, Bronwen J.
    [J]. JOURNAL OF APPLIED RESEARCH IN HIGHER EDUCATION, 2024,
  • [7] How can Generative AI Support Education?
    Delgado Kloos, Carlos
    Alario-Hoyos, Carlos
    Estevez-Ayres, Iria
    Callejo-Pinardo, Patricia
    Hombrados-Herrera, Miguel A.
    Munoz-Merino, Pedro J.
    Moreno-Marcos, Pedro Manuel
    Munoz-Organero, Mario
    Blanca Ibanez, Maria
    [J]. 2024 IEEE GLOBAL ENGINEERING EDUCATION CONFERENCE, EDUCON 2024, 2024,
  • [8] Lecturing in higher education in further education settings
    Burkill, Sue
    Dyer, Sue Rodway
    Stone, Mark
    [J]. JOURNAL OF FURTHER AND HIGHER EDUCATION, 2008, 32 (04) : 321 - 331
  • [9] Generative AI and the future of connectivist learning in higher education
    Liang, Echo Shang
    Bai, Shurui
    [J]. JOURNAL OF ASIAN PUBLIC POLICY, 2024,
  • [10] A Systematic Review for the Implication of Generative AI in Higher Education
    Al-Shabandar, Raghad
    Jaddoad, Ail
    Elwi, Taha A.
    Mohammed, A.H.
    Hussain, Abir Jaafar
    [J]. Infocommunications Journal, 2024, 16 (03): : 31 - 42