Beyond Guesswork: Grounding LLMs in Facts

• Dr. Lochana C. Menikarachchi
• May 18, 2026

All large language models (LLMs) have two fundamental limitations: LLMs lack knowledge of events that occurred after their training date, a phenomenon known as the knowledge cutoff, and they tend to generate incorrect or fabricated information, often referred to as hallucination.