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Elasticsearch Relevance Engine

Published : Apr 03, 2024
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Apr 2024
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尽管向量数据库因 检索增强生成(RAG) 使用案例而日益流行,但研究经验报告表明,将传统的全文搜索与向量搜索相结合(成为混合搜索)可以生成更完善的结果。可以借助 Elasticsearch Relevance Engine(ESRE),成熟的全文搜索平台 Elasticsearch 支持了内置和自定义嵌入模型、向量搜索以及具有如倒数排序融合(Reciprocal Rank Fusion)等排名机制的混合搜索。尽管这个领域仍在发展中,但根据我们的经验,使用 ESRE 的这些功能以及 Elasticsearch 自带的传统过滤、排序和排名功能已经取得不错的结果,这表明支持语义搜索的搜索平台不应被忽视。

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