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Comparing Large Language Models and Retrieval- Augmented Generation Comparing Large Language Models and Retrieval- Augmented Generation Large Language Models Key Characteristics of LLMs Limitations of LLMs Benefits of RAG Retrieval-Augmented Generation Comparison of LLM and RAG Potential Challenges with RAG Applications of LLMs and RAG Directions and Research for LLMs and RAG