Automated Reasoning to Prevent LLM Hallucination with Byron Cook - #712

This article discusses the application of automated reasoning to mitigate the problem of hallucinations in Large Language Models (LLMs). It focuses on Amazon's new Automated Reasoning Checks feature within Amazon Bedrock Guardrails, developed by Byron Cook and his team at AWS. The feature uses mathematical proofs to validate the accuracy of LLM-generated text. The article highlights the broader applications of automated reasoning, including security, cryptography, and virtualization. It also touches upon the techniques used, such as constrained coding and backtracking, and the future of automated reasoning in generative AI.

• •Automated Reasoning Checks uses mathematical proofs to validate LLM outputs.
• •The feature is part of Amazon Bedrock Guardrails.
• •Automated reasoning has broad applications beyond LLMs, including security and cryptography.