zeroentropy
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zerank-1-small-reranker

sentence-transformers

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advaith5 commited on Jul 9, 2025

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@@ -12,12 +12,12 @@ tags:
 - stem
 - medical
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-# zerank-1: ZeroEntropy Inc.'s SoTA reranker
 <!-- Provide a quick summary of what the model is/does. -->
-This model is the smaller version of [zeroentropy/zerank-1](https://huggingface.co/zeroentropy/zerank-1). This model is over 2x smaller, but maintains nearly the same standard of performance, continuing to outperform other popular rerankers.
 It is an open-weights reranker model meant to be integrated into RAG applications to rerank results from preliminary search methods such as embeddings, BM25, and hybrid search.

 - stem
 - medical
 ---
+# zerank-1-small: Smaller, faster version of zerank-1
 <!-- Provide a quick summary of what the model is/does. -->
+This model is the smaller version of [zeroentropy/zerank-1](https://huggingface.co/zeroentropy/zerank-1). Though the model is over 2x smaller, it maintains nearly the same standard of performance, continuing to outperform other popular rerankers.
 It is an open-weights reranker model meant to be integrated into RAG applications to rerank results from preliminary search methods such as embeddings, BM25, and hybrid search.