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Your RAG system puts 20 documents in the prompt and exactly one holds the answer. Accuracy is highest when it comes first or last and drops by about 20 points in the middle.

The retriever ranks well: the right document is usually among its top few.

Without changing the retriever's choices, what would you change to raise accuracy?