RAG vs. Other LLM Enhancement Techniques

As LLMs evolve, three common methods have emerged to enhance their knowledge capabilities and task performance:

1. Prompt Engineering

2. Fine-Tuning

3. Retrieval-Augmented Generation (RAG)

Each of these methods has different strengths, trade-offs, and ideal use cases.

• Fine-tuning vs. RAG

• Prompt Engineering vs. RAG