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@@ -1764,10 +1764,12 @@ We compared the model against `all-minilm-l6-v2`/`all-mpnet-base-v2` from sbert
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  |all-minilm-l6-v2|0.724|0.806|0.756|0.854|0.79 |0.876|0.473 |0.876|0.645 |
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  |all-mpnet-base-v2|0.726|0.835|**0.78** |0.857|0.8 |**0.906**|0.513 |0.875|0.656 |
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  |ada-embedding-002|0.698|0.833|0.761|0.861|**0.86** |0.903|**0.685** |0.876|**0.726** |
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- |jina-embedding-s-en-v1|0.736|0.78|0.745|0.84|0.79|0.868|0.484 |0.856|0.606 |
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- |jina-embedding-b-en-v1|**0.74**|0.792|0.752|0.851|0.801|0.88|0.505 |0.871|0.64 |
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  |jina-embedding-l-en-v1|0.739|**0.844**|0.778|**0.863**|0.829|0.896|0.526 |**0.882**|0.652 |
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  ## Usage
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  ```python
 
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  |all-minilm-l6-v2|0.724|0.806|0.756|0.854|0.79 |0.876|0.473 |0.876|0.645 |
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  |all-mpnet-base-v2|0.726|0.835|**0.78** |0.857|0.8 |**0.906**|0.513 |0.875|0.656 |
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  |ada-embedding-002|0.698|0.833|0.761|0.861|**0.86** |0.903|**0.685** |0.876|**0.726** |
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+ |jina-embedding-s-en-v1|0.742|0.786|0.738|0.837|0.80|0.875|0.543 |0.857|0.608 |
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+ |jina-embedding-b-en-v1|**0.751**|0.809|0.761|0.856|0.812|0.89|0.601 |0.876|0.645 |
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  |jina-embedding-l-en-v1|0.739|**0.844**|0.778|**0.863**|0.829|0.896|0.526 |**0.882**|0.652 |
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+ *update: we have updated the checkpoints for small/base model, re-evaluation of large model and BEIR is running in progress.*
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  ## Usage
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  ```python