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

Replication Package for EASE 2026 Research Track titled - A Transformation-Based Benchmark for Evaluating the Robustness of LLMs in Generating OCL This dataset contains UML class models that are in the PlantUML (.puml) format and the USE (.use) format. All specifications are available in the specifications.json file. The templates the prompts are available in the prompts.json file. The script to execute the prompts on the various LLMs are available in jupyter notebooks, and python files The directory structure is as follows: Transformed Dataset │ ├── UML │ ├── Airport │ ├── Airport.puml │ ├── Airport.use │ ├── transformed_Airport.puml │ ├── transformed_Airport.use │ ├── EmploymentAgency │ ├── EmploymentAgency.puml │ ├── EmploymentAgency.use │ ├── transformed_EmploymentAgency.puml │ ├── transformed_EmploymentAgency.use │ ├── EURental │ ├── EURental.puml │ ├── EURental.use │ ├── transformed_EURental.puml │ ├── transformed_EURental.use │ ├── HealthRecord │ ├── HealthRecord.puml │ ├── HealthRecord.use │ ├── transformed_HealthRecord.puml │ ├── transformed_HealthRecord.use │ ├── InvoicingOrders │ ├── InvoicingOrders.puml │ ├── InvoicingOrders.use │ ├── transformed_InvoicingOrders.puml │ ├── transformed_InvoicingOrders.use │ ├── ISP │ ├── ISP.puml │ ├── ISP.use │ ├── transformed_ISP.puml │ ├── transformed_ISP.use │ ├── Mortgage │ ├── Mortgage.puml │ ├── Mortgage.use │ ├── transformed_Mortgage.puml │ ├── transformed_Mortgage.use │ ├── Person │ ├── Person.puml │ ├── Person.use │ ├── transformed_Person.puml │ ├── transformed_Person.use │ ├── Royal&Loyal │ ├── Royal&Loyal.puml │ ├── Royal&Loyal.use │ ├── transformed_Royal&Loyal.puml │ ├── transformed_Royal&Loyal.use │ ├── Tournament │ ├── Tournament.puml │ ├── Tournament.use │ ├── transformed_Tournament.puml │ ├── transformed_Tournament.use │ └── Vehicle │ ├── Vehicle.puml │ ├── Vehicle.use │ ├── transformed_Vehicle.puml │ ├── transformed_Vehicle.use │ ├── prompts.json │ ├── script.ipynb │ ├── transformation_script.ipynb | ├── transformed_specifications.json | ├── small_LLM_OCL_script.ipynb | ├── fine_tuning_LLM_for_OCL_script.ipynb | └── specifications.json

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-01-26
DOI
https://doi.org/10.5281/zenodo.18370579
Primary Topic
Model-Driven Software Engineering Techniques
Type
article
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article

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

Anonymous
Zenodo (CERN European Organization for Nuclear Research)
Model-Driven Software Engineering Techniques
article

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

Anonymous
article en

Abstract

Replication Package for EASE 2026 Research Track titled - A Transformation-Based Benchmark for Evaluating the Robustness of LLMs in Generating OCL This dataset contains UML class models that are in the PlantUML (.puml) format and the USE (.use) format. All specifications are available in the specifications.json file. The templates the prompts are available in the prompts.json file. The script to execute the prompts on the various LLMs are available in jupyter notebooks, and python files The directory structure is as follows: Transformed Dataset │ ├── UML │ ├── Airport │ ├── Airport.puml │ ├── Airport.use │ ├── transformed_Airport.puml │ ├── transformed_Airport.use │ ├── EmploymentAgency │ ├── EmploymentAgency.puml │ ├── EmploymentAgency.use │ ├── transformed_EmploymentAgency.puml │ ├── transformed_EmploymentAgency.use │ ├── EURental │ ├── EURental.puml │ ├── EURental.use │ ├── transformed_EURental.puml │ ├── transformed_EURental.use │ ├── HealthRecord │ ├── HealthRecord.puml │ ├── HealthRecord.use │ ├── transformed_HealthRecord.puml │ ├── transformed_HealthRecord.use │ ├── InvoicingOrders │ ├── InvoicingOrders.puml │ ├── InvoicingOrders.use │ ├── transformed_InvoicingOrders.puml │ ├── transformed_InvoicingOrders.use │ ├── ISP │ ├── ISP.puml │ ├── ISP.use │ ├── transformed_ISP.puml │ ├── transformed_ISP.use │ ├── Mortgage │ ├── Mortgage.puml │ ├── Mortgage.use │ ├── transformed_Mortgage.puml │ ├── transformed_Mortgage.use │ ├── Person │ ├── Person.puml │ ├── Person.use │ ├── transformed_Person.puml │ ├── transformed_Person.use │ ├── Royal&Loyal │ ├── Royal&Loyal.puml │ ├── Royal&Loyal.use │ ├── transformed_Royal&Loyal.puml │ ├── transformed_Royal&Loyal.use │ ├── Tournament │ ├── Tournament.puml │ ├── Tournament.use │ ├── transformed_Tournament.puml │ ├── transformed_Tournament.use │ └── Vehicle │ ├── Vehicle.puml │ ├── Vehicle.use │ ├── transformed_Vehicle.puml │ ├── transformed_Vehicle.use │ ├── prompts.json │ ├── script.ipynb │ ├── transformation_script.ipynb | ├── transformed_specifications.json | ├── small_LLM_OCL_script.ipynb | ├── fine_tuning_LLM_for_OCL_script.ipynb | └── specifications.json

Zenodo (CERN European Organization for Nuclear Research)
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Openalex Percentile: Top 81%
Model-Driven Software Engineering Techniques
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A Transformation-Based Benchmark for Evaluating the Robustness of LLMs in Generating OCL — Anonymous · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS