Skip to content
Log in
Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Hamza Attarwala

View on Semantic Scholar

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

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

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.