{"user_id":"220548","publication_identifier":{"isbn":["978-3-032-21980-0"],"eisbn":["978-3-032-21981-7"]},"language":[{"iso":"eng"}],"status":"public","date_updated":"2026-09-08T08:49:50Z","publication":"Integrated Systems: AI-Augmented Engineering","date_created":"2026-09-07T17:05:30Z","page":"46-56","publication_status":"published","author":[{"id":"237529","last_name":"Berlik","orcid":"0009-0007-3242-4501","first_name":"Stefan","full_name":"Berlik, Stefan","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0007-3242-4501/work/226069311"},{"id":"258037","full_name":"Seidpisheh, Mohammad","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-2976-9206/work/226069314","orcid":"0000-0002-2976-9206","last_name":"Seidpisheh","first_name":"Mohammad"}],"editor":[{"full_name":"Alam, Mohammad-Reza","first_name":"Mohammad-Reza","last_name":"Alam"},{"full_name":"Fathi, Madjid","last_name":"Fathi","first_name":"Madjid"},{"first_name":"Alim","last_name":"Pulatov","full_name":"Pulatov, Alim"}],"_id":"7145","citation":{"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>","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>.","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.","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","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>.","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.","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} }","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>"},"type":"conference","doi":"10.1007/978-3-032-21981-7_4","publisher":"Springer Nature Switzerland","place":"Cham","year":"2026","title":"Multi-stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration","conference":{"start_date":"2025-05-13","end_date":"2025-05-15","name":"9th International Conference on Integrated Systems Design and Technology (ISDT 2025)","location":"Tashkent, Usbekistan"}}