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Multi Needle Haystack: RAG Retrieval and Reasoning Challenges

Multi Needle in a Haystack Benchmark RAG often isn't about just retrieving a fact, it's about retrieving multiple facts and reasoning over them We find that: Retrieval performance decreases with more needles
Reasoning over retrieved needles is harder than retrieving

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