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      "text": "The use of methods like k-Nearest Neighbors (kNN) in the retrieval pipeline, allows for fast and efficient similarity searches. These methods find the \"nearest\" documents to a given query in the embedding space. This is especially useful for identifying documents with similar patterns or themes, even if the exact keywords are not matched, enabling a more intuitive search experience.",
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