Knowledge-Aware Self-Correction in Language Models via Structured Memory Graphs

Swayamjit Saha

Large Language Models (LLMs) are powerful yet prone to generating factual errors, commonly referred to as hallucinations. We present a lightweight, interpretable framework for know…