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Natural Language Processing

Reranking

Natural Language Processing· Intermediate

Definition

A second-stage retrieval step that re-orders an initial set of candidate documents by their relevance to a query using a more powerful (but slower) model — typically a cross-encoder. Dramatically improves retrieval quality in RAG systems without the cost of running the expensive model over the full corpus.

Maxx Stacks Context

Maxx Stacks context: MSIL retrieval pipelines use reranking to ensure the most relevant enterprise knowledge surfaces first, improving AI output accuracy.

Enterprise Context

Standard in enterprise search, RAG pipelines, and customer support knowledge bases where retrieval precision directly impacts output quality.

Tags

#retrieval#RAG#search
MS
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