Guide · Search & RAG

Jev as a reranker: an honest negative

Jason Zhu tested Jev reranking on 164 real queries.

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How builders describe it

Jason Zhu tested Jev reranking on 164 real queries. Alone it did not clearly beat vector search; fused with it, it did. In Chinese.

The decision Jev makes

Rank candidates against a query, or answer whether a passage is relevant.

Where it fits

Search pipelines retrieve too much. These projects use Jev as a reranker or relevance check after the first search, so only useful results reach the user or the model. All 56 search & rag projects →

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