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@@ -51,7 +51,7 @@ English MS MARCO training queries and Russian translated passages.
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  To properly load ColBERT-X models from Huggingface Hub, please use the following version of PLAID-X.
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  ```bash
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- pip install git+https://github.com/hltcoe/ColBERT-X.git@plaid-x
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  ```
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  Following code snippet loads the model through Huggingface API.
 
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  To properly load ColBERT-X models from Huggingface Hub, please use the following version of PLAID-X.
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  ```bash
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+ pip install PLAID-X==0.3.1
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  ```
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  Following code snippet loads the model through Huggingface API.