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README.md CHANGED
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  ## Introduction
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- **mdbr-leaf-ir** is a compact high-performance text embedding model specifically designed for **information retrieval (IR)** tasks.
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  Enabling even greater efficiency, `mdbr-leaf-ir` supports [flexible asymmetric architectures](#asymmetric-retrieval-setup) and is robust to [vector quantization](#vector-quantization) and [MRL truncation](#mrl).
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  If you are looking to perform other tasks such as classification, clustering, semantic sentence similarity, summarization, please check out our [`mdbr-leaf-mt`](https://huggingface.co/MongoDB/mdbr-leaf-mt) model.
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- <span style="color:LightGray">**Note**: this model has been developed by MongoDB Research and is not part of MongoDB's commercial offerings.</span>
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  ## Technical Report
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  ## Introduction
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+ `mdbr-leaf-ir` is a compact high-performance text embedding model specifically designed for **information retrieval (IR)** tasks.
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  Enabling even greater efficiency, `mdbr-leaf-ir` supports [flexible asymmetric architectures](#asymmetric-retrieval-setup) and is robust to [vector quantization](#vector-quantization) and [MRL truncation](#mrl).
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  If you are looking to perform other tasks such as classification, clustering, semantic sentence similarity, summarization, please check out our [`mdbr-leaf-mt`](https://huggingface.co/MongoDB/mdbr-leaf-mt) model.
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+ Note: this model has been developed by MongoDB Research and is not part of MongoDB's commercial offerings.</span>
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  ## Technical Report
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