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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

Moataz Chouchen

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2 papers indexed here

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Preprint Aug 2026

Why Do LLMs Fail at OCL Generation? A Graph Reasoning Perspective

Large Language Models (LLMs) are increasingly used to generate Object Constraint Language (OCL) constraints from natural language specifications and UML class diagrams. However, existing work mainly focuses on improving accuracy, with limited understanding of why these models fail. Aims. This study investigates the und...

Hamza Attarwala, Moataz Chouchen, Mohammad Hamdaqa et al. · 0 citations
Book Open access Oct 2026

A Transformation-Based Benchmark for Evaluating the Robustness of LLMs in Generating OCL

Large Language Models (LLMs) have shown promising performance in generating Object Constraint Language (OCL) constraints from natural language specifications. However, existing evaluations rely on publicly available UML models, which may overestimate generalization due to potential data leakage and reliance on recurrin...

Hamza Attarwala, Moataz Chouchen, Omar Alam et al. · 0 citations

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