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  ## This Model
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- This model is an updated version of the original [snowflake-arctic-embed-m](https://huggingface.co/Snowflake/snowflake-arctic-embed-m/) designed to improve embedding vector compressibility. This model achieves a slightly higher performance overall without compression, and it is additionally capable of retaining most of its retrieval quality even down to 128 byte embedding vectors through a combination of [Matryoshka Representation Learning (MRL)](https://arxiv.org/abs/2205.13147) and uniform scalar quanitization.
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  | Model Name | MTEB Retrieval Score (NDCG @ 10) |
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  |:------------------------------------------------------------------------------------------------|:---------------------------------|
 
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  ## This Model
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+ This model is an updated version of [snowflake-arctic-embed-m](https://huggingface.co/Snowflake/snowflake-arctic-embed-m/) designed to improve embedding vector compressibility. This model achieves a slightly higher performance overall without compression, and it is additionally capable of retaining most of its retrieval quality even down to 128 byte embedding vectors through a combination of [Matryoshka Representation Learning (MRL)](https://arxiv.org/abs/2205.13147) and uniform scalar quanitization.
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  | Model Name | MTEB Retrieval Score (NDCG @ 10) |
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  |:------------------------------------------------------------------------------------------------|:---------------------------------|