Rawat, Romil
Borana, Kamal
Gehlot, Shyam
Rawat, Anjali
Rawat, Hitesh
Dangi, Chandrapal Singh
Funding for this research was provided by:
Manipal University Jaipur
Article History
Received: 7 July 2025
Accepted: 10 December 2025
First Online: 4 February 2026
Declarations
:
: Not applicable.
: Not applicable.
: The authors declare no competing interests.
: This study contributes to SDG 9 by presenting an information retrieval framework that combines knowledge graph embeddings with uncertainty modelling using probabilistic soft logic. The proposed approach enhances the robustness, scalability, and reliability of intelligent information systems, supporting innovation and the development of resilient digital infrastructure.
: The authors would like to sincerely acknowledge the support and facilities provided by Lab 213-AB2, Manipal University Jaipur, Jaipur, which enabled the successful completion of this research work. The laboratory infrastructure and technical resources played a vital role in carrying out the experiments and analysis presented in this paper.