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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Lavdim Menxhiqi

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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 · 0 citations

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