Neural text generators in enterprise modeling: Can ChatGPT be used as proxy domain expert?
Conference paper
Sandkuhl, K., Barn, B. and Barat, S. 2023. Neural text generators in enterprise modeling: Can ChatGPT be used as proxy domain expert? da Silva, A.R., da Silva, M.M., Estima, J., Barry, C., Lang, M., Linger, H. and Schneider, C. (ed.) 31st International Conference on Information Systems Development. Lisbon, Portugal 30 Aug - 01 Sep 2023 Lisbon, Portugal Association for Information Systems. https://doi.org/10.62036/ISD.2023.44
Type | Conference paper |
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Title | Neural text generators in enterprise modeling: Can ChatGPT be used as proxy domain expert? |
Authors | Sandkuhl, K., Barn, B. and Barat, S. |
Abstract | Enterprise modeling is concerned with the systematic development of a comprehensive and holistic representation of an enterprise (an enterprise model) to support organisational initiatives. Domain experts have an essential role in enterprise modeling projects (EM), as they provide the required domain knowledge or specifics of the organisation under consideration. The paper investigates if neural text generators (large language models) can reduce the dependency on domain experts for certain tasks in enterprise modeling. The main contributions of this paper are (1) a systematic literature analysis on neural text generator use in EM, (2) the identification of potential for applying large language models in EM, and (3) findings from quasi-experiments comparing output of ChatGPT and domain experts for the same EM task. |
Keywords | enterprise modeling; large language model; ChatGPT; conceptual modeling; proxy domain expert |
Sustainable Development Goals | 9 Industry, innovation and infrastructure |
Middlesex University Theme | Creativity, Culture & Enterprise |
Conference | 31st International Conference on Information Systems Development |
Proceedings Title | Information Systems Development, Organizational Aspects and Societal Trends (ISD2023 Proceedings) |
Editors | da Silva, A.R., da Silva, M.M., Estima, J., Barry, C., Lang, M., Linger, H. and Schneider, C. |
ISSN | 2938-5202 |
ISBN | 9789893355091 |
Publisher | Association for Information Systems |
Place of publication | Lisbon, Portugal |
Publication dates | |
30 Aug 2023 | |
Online | 05 Oct 2023 |
Publication process dates | |
Accepted | 05 Jun 2023 |
Deposited | 28 Jul 2023 |
Output status | Published |
Publisher's version | File Access Level Open |
Copyright Statement | The full text is included in this Middlesex University Research Repository with permission. The first place of publication is the AIS Electronic Library: |
Web address (URL) | http://aisel.aisnet.org/isd2014/proceedings2023/newtopics/6 |
Digital Object Identifier (DOI) | https://doi.org/10.62036/ISD.2023.44 |
Web address (URL) of conference proceedings | https://aisel.aisnet.org/isd2014/proceedings2023/ |
Language | English |
https://repository.mdx.ac.uk/item/8v3vy
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