LLM4BPM: Leveraging LLMs for Compliance Checking of Business Process Models

Official Implementation of "LLM4BPM: Leveraging LLMs for Compliance Checking of Business Process Models"

Code Outputs

• output_com.txt contains the code outputs for compliant process models located in .\LPD4VR-master\compliance.

• output_vio.txt contains the code outputs for non-compliant (violation) process models located in .\LPD4VR-master\violation.

Using Our Code to Reproduce the Results

1. Create conda environment.

 conda install --yes --file requirements.txt # You may need to downgrade the torch using pip to match the CUDA version

2. Evaluate on test dataset located in folder LPD4VR-master.

• Set the following variations in main.py

  client = OpenAI( 
   api_key = os.environ.get("OPENAI_API_KEY")  # You can also pass the api_key as an argument directly
  )
  
  rule_file = # i.e., r".\LPD4VR-master\rules.txt";  Path to the file containing the regulations
  bpmn_folder_path = # i.e., r".\LPD4VR-master\violance"; Directory path containing the BPMN 2.0 business process models 
  

• Run python main.py from the root directory.