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Sketchy Imbalances In Data Training Are Distorting AI-Generated Mental Health Guidance
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Sketchy Imbalances In Data Training Are Distorting AI-Generated Mental Health Guidance

Forbes · May 23, 2026, 7:15 AM

Key takeaways

  • AISketchy Imbalances In Data Training Are Distorting AI-Generated Mental Health Guidance By Lance Eliot,
  • Forbes contributors publish independent expert analyses and insights.
  • AI makers opt to scan vast portions of the Internet when initially training their AI.

AISketchy Imbalances In Data Training Are Distorting AI-Generated Mental Health Guidance By Lance Eliot,

Forbes contributors publish independent expert analyses and insights. Dr. Lance B. Eliot is a world-renowned AI scientist and consultant.Follow Author May 23, 2026, 03:15am EDT--:-- / --:--This voice experience is generated by AI. Learn more.This voice experience is generated by AI. Learn more.We must overcome the imbalance that occurs when AI is initially trained, especially when it comes to the AI providing mental health guidance.gettyIn today’s column, I examine a crucial weakness in most of the contemporary generative AI and large language models (LLMs) concerning the data and knowledge they are being trained on, especially in the mental health domain.

Here’s the deal. AI makers opt to scan vast portions of the Internet when initially training their AI. The odds are that the data and knowledge being scanned are going to be lopsided. There will be some aspects that are very frequent and dominant, while other areas of data and knowledge will be infrequent or considerably rare. Meanwhile, the pattern matching is influenced by the majority that is being scanned and mathematically underplays the infrequent and rarer instances.

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