---
_id: '7145'
author:
- first_name: Stefan
  full_name: Berlik, Stefan
  id: '237529'
  last_name: Berlik
  orcid: 0009-0007-3242-4501
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0007-3242-4501/work/226069311
- first_name: Mohammad
  full_name: Seidpisheh, Mohammad
  id: '258037'
  last_name: Seidpisheh
  orcid: 0000-0002-2976-9206
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-2976-9206/work/226069314
citation:
  alphadin: '<span style="font-variant:small-caps;">Berlik, Stefan</span> ; <span
    style="font-variant:small-caps;">Seidpisheh, Mohammad</span>: Multi-stage Knowledge
    Graph-Augmented LLMs for Reliable Product Configuration. In: <span style="font-variant:small-caps;">Alam,
    M.-R.</span> ; <span style="font-variant:small-caps;">Fathi, M.</span> ; <span
    style="font-variant:small-caps;">Pulatov, A.</span> (Hrsg.): <i>Integrated Systems:
    AI-Augmented Engineering</i>. Cham : Springer Nature Switzerland, 2026, S. 46–56'
  ama: 'Berlik S, Seidpisheh M. Multi-stage Knowledge Graph-Augmented LLMs for Reliable
    Product Configuration. In: Alam M-R, Fathi M, Pulatov A, eds. <i>Integrated Systems:
    AI-Augmented Engineering</i>. Cham: Springer Nature Switzerland; 2026:46-56. doi:<a
    href="https://doi.org/10.1007/978-3-032-21981-7_4">10.1007/978-3-032-21981-7_4</a>'
  apa: 'Berlik, S., &#38; Seidpisheh, M. (2026). Multi-stage Knowledge Graph-Augmented
    LLMs for Reliable Product Configuration. In M.-R. Alam, M. Fathi, &#38; A. Pulatov
    (Eds.), <i>Integrated Systems: AI-Augmented Engineering</i> (pp. 46–56). Cham:
    Springer Nature Switzerland. <a href="https://doi.org/10.1007/978-3-032-21981-7_4">https://doi.org/10.1007/978-3-032-21981-7_4</a>'
  bibtex: '@inproceedings{Berlik_Seidpisheh_2026, place={Cham}, title={Multi-stage
    Knowledge Graph-Augmented LLMs for Reliable Product Configuration}, DOI={<a href="https://doi.org/10.1007/978-3-032-21981-7_4">10.1007/978-3-032-21981-7_4</a>},
    booktitle={Integrated Systems: AI-Augmented Engineering}, publisher={Springer
    Nature Switzerland}, author={Berlik, Stefan and Seidpisheh, Mohammad}, editor={Alam,
    Mohammad-Reza and Fathi, Madjid and Pulatov, AlimEditors}, year={2026}, pages={46–56}
    }'
  chicago: 'Berlik, Stefan, and Mohammad Seidpisheh. “Multi-Stage Knowledge Graph-Augmented
    LLMs for Reliable Product Configuration.” In <i>Integrated Systems: AI-Augmented
    Engineering</i>, edited by Mohammad-Reza Alam, Madjid Fathi, and Alim Pulatov,
    46–56. Cham: Springer Nature Switzerland, 2026. <a href="https://doi.org/10.1007/978-3-032-21981-7_4">https://doi.org/10.1007/978-3-032-21981-7_4</a>.'
  ieee: 'S. Berlik and M. Seidpisheh, “Multi-stage Knowledge Graph-Augmented LLMs
    for Reliable Product Configuration,” in <i>Integrated Systems: AI-Augmented Engineering</i>,
    Tashkent, Usbekistan, 2026, pp. 46–56.'
  mla: 'Berlik, Stefan, and Mohammad Seidpisheh. “Multi-Stage Knowledge Graph-Augmented
    LLMs for Reliable Product Configuration.” <i>Integrated Systems: AI-Augmented
    Engineering</i>, edited by Mohammad-Reza Alam et al., Springer Nature Switzerland,
    2026, pp. 46–56, doi:<a href="https://doi.org/10.1007/978-3-032-21981-7_4">10.1007/978-3-032-21981-7_4</a>.'
  short: 'S. Berlik, M. Seidpisheh, in: M.-R. Alam, M. Fathi, A. Pulatov (Eds.), Integrated
    Systems: AI-Augmented Engineering, Springer Nature Switzerland, Cham, 2026, pp.
    46–56.'
conference:
  end_date: 2025-05-15
  location: Tashkent, Usbekistan
  name: 9th International Conference on Integrated Systems Design and Technology (ISDT
    2025)
  start_date: 2025-05-13
date_created: 2026-09-07T17:05:30Z
date_updated: 2026-09-08T08:49:50Z
doi: 10.1007/978-3-032-21981-7_4
editor:
- first_name: Mohammad-Reza
  full_name: Alam, Mohammad-Reza
  last_name: Alam
- first_name: Madjid
  full_name: Fathi, Madjid
  last_name: Fathi
- first_name: Alim
  full_name: Pulatov, Alim
  last_name: Pulatov
language:
- iso: eng
page: 46-56
place: Cham
publication: 'Integrated Systems: AI-Augmented Engineering'
publication_identifier:
  eisbn:
  - 978-3-032-21981-7
  isbn:
  - 978-3-032-21980-0
publication_status: published
publisher: Springer Nature Switzerland
status: public
title: Multi-stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration
type: conference
user_id: '220548'
year: '2026'
...