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CDPSE · Question #402

Which of the following poses the GREATEST data privacy risk related to the use of large language models (LLMs)?

The correct answer is A. Use of personal information for model training. The use of personal data in model training is the primary privacy risk with LLMs, since once trained, models may retain, reproduce, or infer personal data without proper controls. Hallucinations (B), expertise shortages (C), and interoperability issues (D) are operational or…

Data Life Cycle

Question

Which of the following poses the GREATEST data privacy risk related to the use of large language models (LLMs)?

Options

  • AUse of personal information for model training
  • BHigh error rate and hallucinations by the model
  • CShortage of individuals with the required expertise
  • DInteroperability issues and lack of standards

How the community answered

(61 responses)
  • A
    62% (38)
  • B
    23% (14)
  • C
    10% (6)
  • D
    5% (3)

Explanation

The use of personal data in model training is the primary privacy risk with LLMs, since once trained, models may retain, reproduce, or infer personal data without proper controls. Hallucinations (B), expertise shortages (C), and interoperability issues (D) are operational or performance risks, but not privacy risks. "Training models on personal data can result in unintended retention, exposure, or disclosure of sensitive information."

Topics

#LLM privacy risks#Personal data processing#Model training data#Data lifecycle privacy

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