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  - stem
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  - medical
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- # zerank-1: ZeroEntropy Inc.'s SoTA reranker
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  <!-- Provide a quick summary of what the model is/does. -->
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- 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.
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  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.
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  - stem
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  - medical
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+ # zerank-1-small: Smaller, faster version of zerank-1
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  <!-- Provide a quick summary of what the model is/does. -->
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+ 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.
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  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.
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