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@@ -2661,13 +2661,11 @@ We compared the model against `all-minilm-l6-v2`/`all-mpnet-base-v2` from sbert
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  |Name|STS12|STS13|STS14|STS15|STS16|STS17|TRECOVID|Quora|SciFact|
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  |------------------------------|-----|-----|-----|-----|-----|-----|--------|-----|-----|
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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|0.745|0.832|**0.781**|**0.869**|0.837|0.902|0.604 |**0.881**|0.645 |
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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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  |Name|STS12|STS13|STS14|STS15|STS16|STS17|TRECOVID|Quora|SciFact|
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  |------------------------------|-----|-----|-----|-----|-----|-----|--------|-----|-----|
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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|**0.743**|0.786|0.738|0.837|0.80|0.875|0.523 |0.857|0.524 |
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+ |jina-embedding-b-en-v1|0.735|0.792|0.752|0.851|0.801|0.89|0.546 |0.871|0.586 |
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+ |jina-embedding-l-en-v1|0.739|**0.844**|0.778|**0.863**|0.821|0.896|0.566 |**0.882**|0.608 |
 
 
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  ## Usage
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