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Image Credit: Arxiv

Towards Secure and Private Language Models for Nuclear Power Plants

  • Introduction of a domain-specific Large Language Model for nuclear applications, based on the Essential CANDU textbook, to protect sensitive data in nuclear operations.
  • Model uses a compact Transformer-based architecture, trained on a single GPU, showcasing understanding of specialized nuclear vocabulary with some limitations in syntactic coherence.
  • Focus on in-house LLM solutions for cybersecurity and data confidentiality standards, highlighting early successes in text generation and the need for improvements in dataset coverage and preprocessing.
  • Future directions include expanding the dataset to cover diverse nuclear subtopics, improving tokenization, and evaluating readiness of the model for practical use in the nuclear domain.

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