Knowledge Base Repository

In addition to research papers, the Design Society is developing several valuable resources for those interested in the study of design. These include a repository of PhD theses, a library of case studies and transcripts of design activities, and an archive of our newsletters. Please note that these resources are accessible exclusively to Design Society members.

Automatic identification of role-specific information in product development: a critical review on large language models

Dominik Ehring, Ismail Menekse, Janosch Luttmer, Arun Nagarajah


Type:
Year:
2024
Editor:
Mario Štorga, Stanko Škec, Tomislav Martinec, Dorian Marjanović, Neven Pavković, Marija Majda Škec
Author:
Series:
DESIGN
Institution:
University of Duisburg-Essen, Germany
Section:
Artificial Intelligence and Data-Driven Design
Page(s):
2009-2018
DOI number:
ISSN:
2732-527X (Online)
Abstract:
In the era of digitization and the growing flood of information, the automatic, role-specific identification of information is crucial. This research paper aims to investigate whether the adaptation of LLM is suitable for classifying information obtained from standards for corresponding role profiles. This research reveals that with systematic fine-tuning, prediction accuracy can be increased by almost 100%. The validation was carried out using a two-digit number of standards for three predefined roles and demonstrates the significant potential of LM for labelling content with regard to roles.
Keywords:

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