Skip to main content

Advanced Search

Projected result for your current search: 0

Search Operators:

You can use operators in your search query to narrow down your results even more. Click on the search operator to see an explanation of how it works.
Finds documents with exactly this word group, in exactly this word order and spelling (e.g. "employer branding").
Finds documents with both search terms (e.g. sales AND bonus).
Finds documents with one or the other search term (e.g. porsche OR volkswagen).
Finds documents with all search terms. Blank space is understood as AND (e.g. man robot production).
Finds documents with no appearance of the word behind NOT (e.g. ford NOT "harrison ford").
Finds documents where the search term is mentioned at least "n" times."n" may be any number (e.g. COUNT(gear)>8).
Finds documents with both search terms in any word order, permitting "n" words as a maximum distance between them. Best choose between 15 and 30 (e.g. NEAR(recruit, professionals, 20)).
Finds documents with the search term in word versions or composites. The asterisk * marks whether you wish them BEFORE, BEHIND, or BEFORE and BEHIND the search term (e.g. lightweight*, *lightweight, *lightweight*).
Finds documents with the search term in different spellings. "?" allows only one character (e.g. organi?ation).
Special characters are understood as AND (e.g. Miller Bros. & Sons).

Semantic Search

powered by (Link opens in a new window)
loading …
Log in
Top

The Interim Experiment Report: A Systematic Account of The Experimental Design of Large Language Model-Based Text-to-Model Approaches

  • 2026
  • OriginalPaper
  • Chapter
Published in:
Authors
Sybren de Kinderen
Qin Ma
Jonathan Silva Mercado
Karolin Winter
Published in
The Practice of Enterprise Modeling
Publisher
Springer Nature Switzerland

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The chapter delves into the experimental designs used to evaluate Large Language Model (LLM)-based text-to-model approaches, focusing on key considerations and practices. It identifies six overarching categories: Evaluation Aims, Evaluation Focus, Input and Output Dataset, Evaluation Means, Scoring Criteria, and LLM-related Independent Variables. Each category is further broken down into relevant subcategories, providing a detailed framework for experimental design. The chapter also discusses the importance of addressing both general and LLM-specific considerations, offering insights into the evaluation of LLM-generated models. The systematic literature review conducted highlights the diversity in experimental designs and the need for a structured synthesis to guide future evaluations. The chapter concludes with key learnings and points for further research, emphasizing the potential of LLMs in conceptual modeling tasks.
AI Generated

This summary of the content was generated with the help of AI.

Already a customer? Then log in here to gain access.

Customer login

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Business + Economics & Engineering + Technology"

Online-Abonnement

Springer Professional "Business + Economics & Engineering + Technology" gives you access to:

  • more than 130.000 books
  • more than 540 journals

from the following subject areas:

  • Automotive
  • Construction + Real Estate
  • Business IT + Informatics
  • Electrical Engineering + Electronics
  • Energy + Sustainability
  • Finance + Banking
  • Management + Leadership
  • Marketing + Sales
  • Mechanical Engineering + Materials
  • Surfaces + Materials Technology
  • Insurance + Risk


Secure your knowledge advantage now!

inform now

Springer Professional "Engineering + Technology"

Online-Abonnement

Springer Professional "Engineering + Technology" gives you access to:

  • more than 75.000 books
  • more than 390 journals

from the following specialised fileds:

  • Automotive
  • Business IT + Informatics
  • Construction + Real Estate
  • Electrical Engineering + Electronics
  • Energy + Sustainability
  • Mechanical Engineering + Materials
  • Surfaces + Materials Technology





 

Secure your knowledge advantage now!

inform now

Springer Professional "Business + Economics"

Online-Abonnement

Springer Professional "Business + Economics" gives you access to:

  • more than 100.000 books
  • more than 340 journals

from the following specialised fileds:

  • Construction + Real Estate
  • Business IT + Informatics
  • Finance + Banking
  • Management + Leadership
  • Marketing + Sales
  • Insurance + Risk



Secure your knowledge advantage now!

inform now

For explorers: Get to know our platforms better with a free registration.

Register for free
previous chapter Talk to Me! Toward Speech-Based UML Modeling
next chapter Automated and LLM-Assisted Conceptual Modeling from Semi-structured Data
Title
The Interim Experiment Report: A Systematic Account of The Experimental Design of Large Language Model-Based Text-to-Model Approaches
Authors
Sybren de Kinderen
Qin Ma
Jonathan Silva Mercado
Karolin Winter
Copyright Year
2026
Book
The Practice of Enterprise Modeling

Print ISBN: 978-3-032-12062-5

Electronic ISBN: 978-3-032-12063-2

Copyright Year: 2026

DOI
https://doi.org/10.1007/978-3-032-12063-2_7
This content is only visible if you are logged in and have the appropriate permissions.

Premium Partner

    Image Credits
    Neuer Inhalt/© ITandMEDIA, Nagarro GmbH/© Nagarro GmbH, AvePoint Deutschland GmbH/© AvePoint Deutschland GmbH, AFB Gemeinnützige GmbH/© AFB Gemeinnützige GmbH, USU GmbH/© USU GmbH, Ferrari electronic AG/© Ferrari electronic AG