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RAG 中等

How is the prompt provided to the LLM in a RAG system different from a standard, non-RAG prompt?

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RAG 中等

What are the key considerations when choosing an LLM for a RAG system?

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RAG 中等

How do you choose values for various LLM inference hyperparameters in a RAG system?

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RAG 中等

Explain the influence of LLM context window size on RAG hyperparameters

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RAG 中等

What are the popular frameworks to implement a RAG system? Justify your choice of framework

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RAG 中等

Suppose your RAG retriever gets perfect Recall@10 but low Precision@10. What problems could this cause for the downstream generator?

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RAG 中等

If all the relevant chunks are at the very bottom, how would this affect MRR, MAP, and NDCG metrics? Explain each

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RAG 中等

Given a retrieval result, show how to manually calculate the MAP@5 (Mean Average Precision at 5). What does MAP reveal about the retrieval system that raw Precision does not?

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RAG 中等

How does Response Relevancy differ from Context Relevancy, and why do you need both metrics to properly evaluate a RAG system?

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RAG 中等

Explain how hallucinations in LLMs specifically impact the Faithfulness metric. What techniques could you implement to improve the Faithfulness metric score?

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RAG 中等

Why might a RAG system with perfect Context Recall still fail to produce accurate responses? How does the Faithfulness metric help diagnose this issue?

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RAG 中等

Tell me the strategies to scale embeddings in RAG retrieval

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