Multi-stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration

conference paper Multi-stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration published Stefan Berlik author 2375290009-0007-3242-4501 Mohammad Seidpisheh author 2580370000-0002-2976-9206 Mohammad-RezaAlam editor MadjidFathi editor AlimPulatov editor 9th International Conference on Integrated Systems Design and Technology (ISDT 2025) Springer Nature Switzerland2026Tashkent, Usbekistan eng Integrated Systems: AI-Augmented Engineering 978-3-032-21980-010.1007/978-3-032-21981-7_4 46-56 Berlik, Stefan, and Mohammad Seidpisheh. “Multi-Stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration.” Integrated Systems: AI-Augmented Engineering, 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>. S. Berlik and M. Seidpisheh, “Multi-stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration,” in Integrated Systems: AI-Augmented Engineering, Tashkent, Usbekistan, 2026, pp. 46–56. Berlik, Stefan ; Seidpisheh, Mohammad: Multi-stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration. In: Alam, M.-R. ; Fathi, M. ; Pulatov, A. (Hrsg.): Integrated Systems: AI-Augmented Engineering. Cham : Springer Nature Switzerland, 2026, S. 46–56 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. Berlik S, Seidpisheh M. Multi-stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration. In: Alam M-R, Fathi M, Pulatov A, eds. Integrated Systems: AI-Augmented Engineering. 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> @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} } Berlik, S., & Seidpisheh, M. (2026). Multi-stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration. In M.-R. Alam, M. Fathi, & A. Pulatov (Eds.), Integrated Systems: AI-Augmented Engineering (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> Berlik, Stefan, and Mohammad Seidpisheh. “Multi-Stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration.” In Integrated Systems: AI-Augmented Engineering, 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>. 71452026-09-07T17:05:30Z2026-09-08T08:49:50Z