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Prompted Contextual Vectors for Spear Phishing Detection

This repo is the implementation of the paper titled 'Prompted Contextual Vectors for Spear Phishing Detection'.

Vectors Generation Steps:

  1. Configure your LLM deployments in 'src/llms.py', see example functions in this file.
  2. Store your relevant API keys in a .env file (see example.env).
  3. Run 'src/pipelines/generate_prompted_contextual_vectors.py'
  4. The output will be saved in the 'output' folder. It is recommended to run 'src/pipelines/verify_output_df_pipeline.py' on the generated 'results.pkl' file in order to impute invalid LLM output.

Acknowledgement: This work was done in collaboration with Accenture Labs, Israel.

Collaborators

Accenture Cyber Research Lab

Daniel Nahmias
Gal Engelberg
Dan Klein

Ben-Gurion University of the Negev

Asaf Shabtai

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  • Python 100.0%