AWS Machine Learning Blog1d ago|Business & IndustryProducts & Services

Overcoming LLM Hallucinations in Regulated Industries with Deterministic Models

Artificial Genius, an AWS ISV Partner, is using Amazon SageMaker and Amazon Nova to deliver a solution that is probabilistic on input but deterministic on output, enabling safe, enterprise-grade adoption in regulated industries.

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Why it matters

This solution helps enable the safe and reliable use of LLMs in regulated industries, where predictable and explainable AI/ML models are critical.

Key Points

  • 1Artificial Genius is using AWS services to develop a solution for regulated industries
  • 2The solution is probabilistic on input but deterministic on output
  • 3This helps enable safe and enterprise-grade adoption of the technology

Details

Artificial Genius, an AWS Independent Software Vendor (ISV) Partner, has developed a solution that leverages Amazon SageMaker AI and Amazon Nova to address the challenge of hallucinations in large language models (LLMs). The key innovation is that the solution is probabilistic on input but deterministic on output, meaning it can handle the uncertainty of user inputs while providing reliable, consistent, and auditable outputs. This is particularly important for regulated industries, such as finance or healthcare, where predictable and explainable AI/ML models are required. By using AWS services, Artificial Genius is able to deliver an enterprise-grade solution that can be safely adopted by organizations that need to comply with strict regulations and maintain control over their data and decision-making processes.

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