Author

Galia Marinova

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Open access Jul 2026

Hallucination Mitigation in Large Language Model-Based Tool Recommendation: A Cross-Provider Architectural Ablation Study Across Two Model Generations

This work evaluates a three-mechanism mitigation stack consisting of database-grounded context injection, fixed vocabulary constraints, and enforced JavaScript Object Notation output across three commercial LLM providers, two model generations, and two output modes (standard and reasoning), totaling 6912 Application Pr...

Lavdim Menxhiqi, Galia Marinova · Applied Informatics · 0 citations

Review Open access Jul 2026

IoT Monitoring Framework with Physics-Based Energy Loss Modeling for Smart Microgrids: Architecture and Benchmarks

Comparative analysis against nine existing platforms confirms that, among the platforms surveyed, none unifies physics-based loss telemetry, IoT communication, time-series storage, and real-time visualization in a single reproducible deployment.

Elton Boshnjaku, Galia Marinova, Edmond Hajrizi et al. · Telecom · 0 citations