Marin Vlaić

Integrating External Knowledge with LLMs: A Systematic Review of RAG Approaches

2025

Large Language Models (LLMs) have demonstrated remarkable capabilities in natural language understanding and generation, exhibiting exceptional in-context learning abilities without requiring extensive fine-tuning. However, these models often suffer from significant limitations, including hallucinations where fabricated …