Based on the provided scenario, analyze the team lead's proposed strategy. Identify its primary advantage and a significant potential weakness, considering the inherent nature of information retrieval systems.

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One direct method to combat incorrect RAG outputs is to focus on increasing the accuracy of the information retrieval component. However, it is acknowledged that, like most AI systems, retrieval systems are not infallible and may still make occasional errors.

Improving Retrieval Accuracy in RAG

A development team is building a question-answering system that first retrieves relevant documents and then uses a language model to generate an answer based on them. To eliminate incorrect outputs, the team decides to focus all their efforts on perfecting the retrieval component, believing that if the retrieved information is always correct, the final answer will be too. Which of the following statements best evaluates this strategy?

RAG System Improvement Strategy

A team is developing a system where a language model answers questions based on retrieved documents. They propose focusing solely on improving the retrieval accuracy to prevent incorrect answers. Briefly explain the primary limitation of this strategy.

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