Eliminating AI Hallucinations

Eliminating AI Hallucinations

Combining Logic Programming with LLMs for Reliable Answers

LP-LM is a novel system that grounds language model responses in verifiable facts using knowledge bases and logic programming, eliminating hallucinations.

  • Logic-based verification ensures all generated answers are reliable and factually accurate
  • Semantic parsing with Prolog creates structured understanding of natural language questions
  • Knowledge base integration grounds responses in established facts rather than probabilistic generation
  • Enhanced security prevents misinformation and ensures trustworthy AI communications

This research addresses critical security concerns by preventing AI systems from generating false information that could lead to harmful decision-making in sensitive domains.

LP-LM: No Hallucinations in Question Answering with Logic Programming

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