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Common Compliance Questions
Q: What is a training data disclosure?
A report detailing the data sources, licensing, and contents used to train an AI model.
Q: Does the EU AI Act mandate training data disclosures?
Yes, providers must publish a detailed summary of the content used to train foundation models.
Q: Why is training data transparency important?
It helps defend against copyright lawsuits and shows respect for intellectual property rights.
Q: Should training disclosures include PII details?
No, they should list data categories and confirm that all PII was scrubbed prior to training.
Q: How to handle proprietary datasets in disclosures?
You can describe the nature of the data (e.g., 'licensed medical logs') without exposing the records.
Q: Does CCPA apply to training datasets?
Yes, if the training data contains personal info of California residents, CCPA rules apply.
Q: What is data laundering in AI?
Using copyrighted data under research licenses to train commercial models, which is highly illegal.
Q: How do you document training data linage?
By keeping detailed logs of data acquisition, cleaning, and preprocessing steps.